{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dimensionality Reduction with PCA"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Importing libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "sns.set()\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.preprocessing import MinMaxScaler, StandardScaler, LabelEncoder\n",
    "from sklearn.model_selection import train_test_split, GridSearchCV, RandomizedSearchCV\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.metrics import mean_absolute_error, confusion_matrix, accuracy_score\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Importing the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('C:/Users/Nicolas/Documents/Scraping/thecarconnection/full_dataset.csv', \n",
    "                 index_col=0).sample(frac=1, random_state=42).reset_index(drop=True)\n",
    "dataset = data.copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Taking a peek at the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MSRP</th>\n",
       "      <th>Make</th>\n",
       "      <th>Model</th>\n",
       "      <th>Passenger Capacity</th>\n",
       "      <th>Passenger Doors</th>\n",
       "      <th>Front Shoulder Room (in)</th>\n",
       "      <th>Front Head Room (in)</th>\n",
       "      <th>Second Leg Room (in)</th>\n",
       "      <th>Front Leg Room (in)</th>\n",
       "      <th>Second Shoulder Room (in)</th>\n",
       "      <th>...</th>\n",
       "      <th>Rear Wheel Size</th>\n",
       "      <th>Front Wheel Size</th>\n",
       "      <th>Tire Rating</th>\n",
       "      <th>Tire Width Ratio</th>\n",
       "      <th>Wheel Size Ratio</th>\n",
       "      <th>Tire Ratio</th>\n",
       "      <th>Year</th>\n",
       "      <th>Country</th>\n",
       "      <th>Country Code</th>\n",
       "      <th>Category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>30034.0</td>\n",
       "      <td>GMC</td>\n",
       "      <td>Sierra 2500HD</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>65.2</td>\n",
       "      <td>41.0</td>\n",
       "      <td>33.7</td>\n",
       "      <td>41.30</td>\n",
       "      <td>66.3</td>\n",
       "      <td>...</td>\n",
       "      <td>16.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>R</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>USA</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Pickup</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>19515.0</td>\n",
       "      <td>Ford</td>\n",
       "      <td>Ranger</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>54.5</td>\n",
       "      <td>39.2</td>\n",
       "      <td>39.1</td>\n",
       "      <td>42.40</td>\n",
       "      <td>40.0</td>\n",
       "      <td>...</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>R</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>USA</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Pickup</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>24595.0</td>\n",
       "      <td>Subaru</td>\n",
       "      <td>Outback</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>56.3</td>\n",
       "      <td>40.8</td>\n",
       "      <td>37.8</td>\n",
       "      <td>43.00</td>\n",
       "      <td>56.1</td>\n",
       "      <td>...</td>\n",
       "      <td>17.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>R</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Japan</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Car</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>56600.0</td>\n",
       "      <td>Porsche</td>\n",
       "      <td>Cayenne</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>58.9</td>\n",
       "      <td>39.6</td>\n",
       "      <td>36.0</td>\n",
       "      <td>41.86</td>\n",
       "      <td>56.7</td>\n",
       "      <td>...</td>\n",
       "      <td>18.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>V</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>0.0</td>\n",
       "      <td>SUV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>21795.0</td>\n",
       "      <td>Mazda</td>\n",
       "      <td>CX-5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>40.1</td>\n",
       "      <td>39.3</td>\n",
       "      <td>41.00</td>\n",
       "      <td>55.5</td>\n",
       "      <td>...</td>\n",
       "      <td>17.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>H</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>Japan</td>\n",
       "      <td>2.0</td>\n",
       "      <td>SUV</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 77 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      MSRP     Make          Model  Passenger Capacity  Passenger Doors  \\\n",
       "0  30034.0      GMC  Sierra 2500HD                 6.0              2.0   \n",
       "1  19515.0     Ford         Ranger                 5.0              2.0   \n",
       "2  24595.0   Subaru        Outback                 5.0              4.0   \n",
       "3  56600.0  Porsche        Cayenne                 5.0              4.0   \n",
       "4  21795.0    Mazda           CX-5                 5.0              4.0   \n",
       "\n",
       "   Front Shoulder Room (in)  Front Head Room (in)  Second Leg Room (in)  \\\n",
       "0                      65.2                  41.0                  33.7   \n",
       "1                      54.5                  39.2                  39.1   \n",
       "2                      56.3                  40.8                  37.8   \n",
       "3                      58.9                  39.6                  36.0   \n",
       "4                      57.5                  40.1                  39.3   \n",
       "\n",
       "   Front Leg Room (in)  Second Shoulder Room (in)    ...     Rear Wheel Size  \\\n",
       "0                41.30                       66.3    ...                16.0   \n",
       "1                42.40                       40.0    ...                15.0   \n",
       "2                43.00                       56.1    ...                17.0   \n",
       "3                41.86                       56.7    ...                18.0   \n",
       "4                41.00                       55.5    ...                17.0   \n",
       "\n",
       "   Front Wheel Size  Tire Rating  Tire Width Ratio  Wheel Size Ratio  \\\n",
       "0              16.0            R               1.0               1.0   \n",
       "1              15.0            R               1.0               1.0   \n",
       "2              17.0            R               1.0               1.0   \n",
       "3              18.0            V               1.0               1.0   \n",
       "4              17.0            H               1.0               1.0   \n",
       "\n",
       "   Tire Ratio    Year  Country  Country Code  Category  \n",
       "0         7.0  2002.0      USA           6.0    Pickup  \n",
       "1         7.0  2010.0      USA           6.0    Pickup  \n",
       "2         6.0  2010.0    Japan           2.0       Car  \n",
       "3         5.0  2014.0  Germany           0.0       SUV  \n",
       "4         6.0  2016.0    Japan           2.0       SUV  \n",
       "\n",
       "[5 rows x 77 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.drop(['Style Name', 'Body Style', 'EPA Classification', 'Drivetrain'], axis=1).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(31237, 81)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "31,237 rows and 81 columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "## Preprocessing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Making sure the data is balanced"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "None             10555\n",
       "Compact           4089\n",
       "Midsize           3585\n",
       "SUV 4WD           2150\n",
       "Subcompact        1762\n",
       "Large             1626\n",
       "SUV 2WD           1285\n",
       "Small SUV 4WD     1258\n",
       "Two Seater        1067\n",
       "Small SUV 2WD      881\n",
       "Name: EPA Classification, dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['EPA Classification'].value_counts().head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "suv_awd = data.loc[data['EPA Classification'] == 'SUV 4WD'].sample(n=1000)\n",
    "midsized_car = data.loc[data['EPA Classification'] == 'Midsize'].sample(n=1000)\n",
    "compact_car = data.loc[data['EPA Classification'] == 'Compact'].sample(n=1000)\n",
    "subcompact_car = data.loc[data['EPA Classification'] == 'Subcompact'].sample(n=1000)\n",
    "large_car = data.loc[data['EPA Classification'] == 'Large'].sample(n=1000)\n",
    "suv_2wd = data.loc[data['EPA Classification'] == 'SUV 2WD'].sample(n=1000)\n",
    "small_suv_4wd = data.loc[data['EPA Classification'] == 'Small SUV 4WD'].sample(n=1000)\n",
    "two_seater = data.loc[data['EPA Classification'] == 'Two Seater'].sample(n=1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.concat([suv_awd, compact_car, midsized_car, subcompact_car, large_car, suv_2wd, small_suv_4wd, two_seater], \n",
    "               axis=0, sort=False).sample(frac=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Separating the `x` and `y`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df.loc[:, ['Drivetrain', 'Passenger Capacity', 'Passenger Doors', 'Body Style',\n",
    "       'EPA Classification', 'Front Shoulder Room (in)',\n",
    "       'Front Head Room (in)', 'Second Leg Room (in)', 'Front Leg Room (in)',\n",
    "       'Second Shoulder Room (in)', 'Second Head Room (in)',\n",
    "       'Height, Overall (in)', 'Wheelbase (in)', 'Width, Max w/o mirrors (in)',\n",
    "       'Fuel Tank Capacity, Approx (gal)', 'EPA Fuel Economy Est - Hwy (MPG)',\n",
    "       'EPA Fuel Economy Est - City (MPG)', 'Fuel System',\n",
    "       'Third Gear Ratio (:1)', 'First Gear Ratio (:1)',\n",
    "       'Fourth Gear Ratio (:1)', 'Second Gear Ratio (:1)',\n",
    "       'Front Brake Rotor Diam x Thickness (in)',\n",
    "       'Rear Brake Rotor Diam x Thickness (in)', 'Steering Type',\n",
    "       'Turning Diameter - Curb to Curb', 'Rear Wheel Material',\n",
    "       'Suspension Type - Front', 'Air Bag-Frontal-Driver',\n",
    "       'Air Bag-Frontal-Passenger', 'Air Bag-Passenger Switch (On/Off)',\n",
    "       'Air Bag-Side Body-Front', 'Air Bag-Side Body-Rear',\n",
    "       'Air Bag-Side Head-Front', 'Air Bag-Side Head-Rear', 'Brakes-ABS',\n",
    "       'Child Safety Rear Door Locks', 'Daytime Running Lights',\n",
    "       'Traction Control', 'Night Vision', 'Rollover Protection Bars',\n",
    "       'Fog Lamps', 'Parking Aid', 'Tire Pressure Monitor', 'Back-Up Camera',\n",
    "       'Stability Control', 'Other Features', 'Basic Miles/km', 'Basic Years',\n",
    "       'Corrosion Miles/km', 'Corrosion Years', 'Drivetrain Miles/km',\n",
    "       'Drivetrain Years', 'Roadside Assistance Miles/km',\n",
    "       'Roadside Assistance Years', 'Hybrid Engine', 'Gears', 'Net Horsepower',\n",
    "       'Net Horsepower RPM', 'Net Torque', 'Net Torque RPM', 'Cylinders',\n",
    "       'Engine Configuration', 'Displacement (L)', 'Displacement (cc)',\n",
    "       'Rear Tire Width', 'Front Tire Width', 'Rear Wheel Size',\n",
    "       'Front Wheel Size', 'Tire Rating', 'Tire Width Ratio',\n",
    "       'Wheel Size Ratio', 'Tire Ratio', 'Year', 'Country',\n",
    "       'Category']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Putting the target in the desired format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "y = np.array(df['EPA Classification'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Small SUV 4WD', 'Compact', 'Subcompact', 'Small SUV 4WD',\n",
       "       'Subcompact', 'Midsize', 'Compact', 'SUV 4WD', 'SUV 2WD',\n",
       "       'SUV 4WD'], dtype=object)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y[:10]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### One hot encoding certain variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "specs_to_dummies = ['Drivetrain', 'Fuel System', 'Steering Type', 'Rear Wheel Material',\n",
    "                   'Suspension Type - Front', 'Engine Configuration', 'Tire Rating', 'Country']\n",
    "\n",
    "for item in specs_to_dummies:\n",
    "    dummies = pd.get_dummies(X[item], prefix_sep=': ', prefix=item)\n",
    "    X = X.drop(item, axis=1)\n",
    "    X = pd.concat([X, dummies], sort=False, axis=1)\n",
    "X = X.reset_index(drop=True)\n",
    "\n",
    "specs_to_one_two = ['Air Bag-Frontal-Driver', 'Air Bag-Frontal-Passenger', 'Air Bag-Passenger Switch (On/Off)',\n",
    "       'Air Bag-Side Body-Front', 'Air Bag-Side Body-Rear', 'Air Bag-Side Head-Front', 'Air Bag-Side Head-Rear', \n",
    "       'Brakes-ABS', 'Child Safety Rear Door Locks', 'Daytime Running Lights',\n",
    "       'Traction Control', 'Night Vision', 'Rollover Protection Bars',\n",
    "       'Fog Lamps', 'Parking Aid', 'Tire Pressure Monitor', 'Back-Up Camera',\n",
    "       'Stability Control']\n",
    "\n",
    "for item in specs_to_one_two:\n",
    "    dummies = pd.get_dummies(X[item], prefix_sep=': ', prefix=item, drop_first=True)\n",
    "    X = X.drop(item, axis=1)\n",
    "    X = pd.concat([X, dummies], sort=False, axis=1)\n",
    "X = X.reset_index(drop=True)\n",
    "\n",
    "X.drop(['Body Style', 'EPA Classification', 'Other Features'], axis=1, inplace=True)\n",
    "\n",
    "df_cat = X.copy()\n",
    "\n",
    "X.drop(['Category'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Changing the `dtype`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = X.astype('float64')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Checking what it looks like now..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Passenger Capacity</th>\n",
       "      <th>Passenger Doors</th>\n",
       "      <th>Front Shoulder Room (in)</th>\n",
       "      <th>Front Head Room (in)</th>\n",
       "      <th>Second Leg Room (in)</th>\n",
       "      <th>Front Leg Room (in)</th>\n",
       "      <th>Second Shoulder Room (in)</th>\n",
       "      <th>Second Head Room (in)</th>\n",
       "      <th>Height, Overall (in)</th>\n",
       "      <th>Wheelbase (in)</th>\n",
       "      <th>...</th>\n",
       "      <th>Child Safety Rear Door Locks: Yes</th>\n",
       "      <th>Daytime Running Lights: Yes</th>\n",
       "      <th>Traction Control: Yes</th>\n",
       "      <th>Night Vision: Yes</th>\n",
       "      <th>Rollover Protection Bars: Yes</th>\n",
       "      <th>Fog Lamps: Yes</th>\n",
       "      <th>Parking Aid: Yes</th>\n",
       "      <th>Tire Pressure Monitor: Yes</th>\n",
       "      <th>Back-Up Camera: Yes</th>\n",
       "      <th>Stability Control: Yes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>57.7</td>\n",
       "      <td>39.4</td>\n",
       "      <td>37.4</td>\n",
       "      <td>41.0</td>\n",
       "      <td>56.4</td>\n",
       "      <td>39.0</td>\n",
       "      <td>65.3</td>\n",
       "      <td>110.5</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>56.9</td>\n",
       "      <td>37.8</td>\n",
       "      <td>29.9</td>\n",
       "      <td>42.4</td>\n",
       "      <td>42.5</td>\n",
       "      <td>35.7</td>\n",
       "      <td>54.7</td>\n",
       "      <td>112.3</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>53.6</td>\n",
       "      <td>39.6</td>\n",
       "      <td>31.9</td>\n",
       "      <td>40.5</td>\n",
       "      <td>49.2</td>\n",
       "      <td>37.2</td>\n",
       "      <td>62.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>7.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>60.3</td>\n",
       "      <td>40.7</td>\n",
       "      <td>41.7</td>\n",
       "      <td>42.3</td>\n",
       "      <td>60.4</td>\n",
       "      <td>38.3</td>\n",
       "      <td>68.6</td>\n",
       "      <td>114.2</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>53.6</td>\n",
       "      <td>38.1</td>\n",
       "      <td>29.9</td>\n",
       "      <td>42.6</td>\n",
       "      <td>52.1</td>\n",
       "      <td>35.5</td>\n",
       "      <td>53.3</td>\n",
       "      <td>101.3</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 221 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Passenger Capacity  Passenger Doors  Front Shoulder Room (in)  \\\n",
       "0                 5.0              4.0                      57.7   \n",
       "1                 4.0              2.0                      56.9   \n",
       "2                 4.0              4.0                      53.6   \n",
       "3                 7.0              4.0                      60.3   \n",
       "4                 4.0              2.0                      53.6   \n",
       "\n",
       "   Front Head Room (in)  Second Leg Room (in)  Front Leg Room (in)  \\\n",
       "0                  39.4                  37.4                 41.0   \n",
       "1                  37.8                  29.9                 42.4   \n",
       "2                  39.6                  31.9                 40.5   \n",
       "3                  40.7                  41.7                 42.3   \n",
       "4                  38.1                  29.9                 42.6   \n",
       "\n",
       "   Second Shoulder Room (in)  Second Head Room (in)  Height, Overall (in)  \\\n",
       "0                       56.4                   39.0                  65.3   \n",
       "1                       42.5                   35.7                  54.7   \n",
       "2                       49.2                   37.2                  62.0   \n",
       "3                       60.4                   38.3                  68.6   \n",
       "4                       52.1                   35.5                  53.3   \n",
       "\n",
       "   Wheelbase (in)           ...            Child Safety Rear Door Locks: Yes  \\\n",
       "0           110.5           ...                                          1.0   \n",
       "1           112.3           ...                                          0.0   \n",
       "2           101.0           ...                                          0.0   \n",
       "3           114.2           ...                                          1.0   \n",
       "4           101.3           ...                                          0.0   \n",
       "\n",
       "   Daytime Running Lights: Yes  Traction Control: Yes  Night Vision: Yes  \\\n",
       "0                          1.0                    1.0                0.0   \n",
       "1                          1.0                    1.0                0.0   \n",
       "2                          1.0                    1.0                0.0   \n",
       "3                          0.0                    1.0                0.0   \n",
       "4                          0.0                    0.0                0.0   \n",
       "\n",
       "   Rollover Protection Bars: Yes  Fog Lamps: Yes  Parking Aid: Yes  \\\n",
       "0                            0.0             1.0               0.0   \n",
       "1                            0.0             1.0               1.0   \n",
       "2                            0.0             0.0               0.0   \n",
       "3                            0.0             1.0               0.0   \n",
       "4                            0.0             1.0               0.0   \n",
       "\n",
       "   Tire Pressure Monitor: Yes  Back-Up Camera: Yes  Stability Control: Yes  \n",
       "0                         1.0                  0.0                     1.0  \n",
       "1                         1.0                  1.0                     1.0  \n",
       "2                         1.0                  0.0                     1.0  \n",
       "3                         1.0                  1.0                     1.0  \n",
       "4                         0.0                  0.0                     0.0  \n",
       "\n",
       "[5 rows x 221 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Scaling the data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Min max scaler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "scaler_mm = MinMaxScaler()\n",
    "\n",
    "x_minmax = scaler_mm.fit_transform(X)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Standard scaler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "scaler_std = StandardScaler()\n",
    "\n",
    "x_std = scaler_std.fit_transform(X)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### #1 Clustering model: PCA"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Fitting the model to the training data (2 dimensions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "pca = PCA(n_components=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "reduced_x = pca.fit_transform(x_std)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame(reduced_x, columns=['X', 'Y'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.concat([df, pd.Series(y)], axis=1, sort=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>Label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-4.515837</td>\n",
       "      <td>-2.418356</td>\n",
       "      <td>Small SUV 4WD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-4.315225</td>\n",
       "      <td>4.664785</td>\n",
       "      <td>Compact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.814665</td>\n",
       "      <td>-0.734897</td>\n",
       "      <td>Subcompact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.382403</td>\n",
       "      <td>-4.521211</td>\n",
       "      <td>Small SUV 4WD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2.674814</td>\n",
       "      <td>6.446706</td>\n",
       "      <td>Subcompact</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          X         Y          Label\n",
       "0 -4.515837 -2.418356  Small SUV 4WD\n",
       "1 -4.315225  4.664785        Compact\n",
       "2  2.814665 -0.734897     Subcompact\n",
       "3 -0.382403 -4.521211  Small SUV 4WD\n",
       "4  2.674814  6.446706     Subcompact"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns = ['X', 'Y', 'Label']\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Plotting the 2 dimensions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 696.6x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.relplot(data=df, x='X', y='Y', hue='Label', palette=sns.color_palette(\"hls\", 8), alpha=1, height=8)\n",
    "title = plt.title('The car dataset reduced to 2 dimensions')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now this is absolutely fascinating. The algorithm seems to have understood that the main dimension relates to size. As you can see, yellow is on top, next to purple. These categories are two-seaters and subcompact. Going lower, there's purple with green, which are subcompact and compact. Then, in green lies the dark blue, which is midsize. Going further down, there is red, the smaller SUV, light blue (SUV 2WD), then at the bottom is the pink, which is a large SUV 4WD. That is mainly determined by the Y dimension. The X dimension is hard to interpret. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Let's do it in a category of three"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_2 = data.loc[:, ['Drivetrain', 'Passenger Capacity', 'Passenger Doors', 'Body Style',\n",
    "       'EPA Classification', 'Front Shoulder Room (in)',\n",
    "       'Front Head Room (in)', 'Second Leg Room (in)', 'Front Leg Room (in)',\n",
    "       'Second Shoulder Room (in)', 'Second Head Room (in)',\n",
    "       'Height, Overall (in)', 'Wheelbase (in)', 'Width, Max w/o mirrors (in)',\n",
    "       'Fuel Tank Capacity, Approx (gal)', 'EPA Fuel Economy Est - Hwy (MPG)',\n",
    "       'EPA Fuel Economy Est - City (MPG)', 'Fuel System',\n",
    "       'Third Gear Ratio (:1)', 'First Gear Ratio (:1)',\n",
    "       'Fourth Gear Ratio (:1)', 'Second Gear Ratio (:1)',\n",
    "       'Front Brake Rotor Diam x Thickness (in)',\n",
    "       'Rear Brake Rotor Diam x Thickness (in)', 'Steering Type',\n",
    "       'Turning Diameter - Curb to Curb', 'Rear Wheel Material',\n",
    "       'Suspension Type - Front', 'Air Bag-Frontal-Driver',\n",
    "       'Air Bag-Frontal-Passenger', 'Air Bag-Passenger Switch (On/Off)',\n",
    "       'Air Bag-Side Body-Front', 'Air Bag-Side Body-Rear',\n",
    "       'Air Bag-Side Head-Front', 'Air Bag-Side Head-Rear', 'Brakes-ABS',\n",
    "       'Child Safety Rear Door Locks', 'Daytime Running Lights',\n",
    "       'Traction Control', 'Night Vision', 'Rollover Protection Bars',\n",
    "       'Fog Lamps', 'Parking Aid', 'Tire Pressure Monitor', 'Back-Up Camera',\n",
    "       'Stability Control', 'Other Features', 'Basic Miles/km', 'Basic Years',\n",
    "       'Corrosion Miles/km', 'Corrosion Years', 'Drivetrain Miles/km',\n",
    "       'Drivetrain Years', 'Roadside Assistance Miles/km',\n",
    "       'Roadside Assistance Years', 'Hybrid Engine', 'Gears', 'Net Horsepower',\n",
    "       'Net Horsepower RPM', 'Net Torque', 'Net Torque RPM', 'Cylinders',\n",
    "       'Engine Configuration', 'Displacement (L)', 'Displacement (cc)',\n",
    "       'Rear Tire Width', 'Front Tire Width', 'Rear Wheel Size',\n",
    "       'Front Wheel Size', 'Tire Rating', 'Tire Width Ratio',\n",
    "       'Wheel Size Ratio', 'Tire Ratio', 'Year', 'Country',\n",
    "       'Category']]\n",
    "X_2 = X_2.loc[X_2['Category'] != 'Van']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "specs_to_dummies = ['Drivetrain', 'Fuel System', 'Steering Type', 'Rear Wheel Material',\n",
    "                   'Suspension Type - Front', 'Engine Configuration', 'Tire Rating', 'Country']\n",
    "\n",
    "for item in specs_to_dummies:\n",
    "    dummies = pd.get_dummies(X_2[item], prefix_sep=': ', prefix=item)\n",
    "    X_2 = X_2.drop(item, axis=1)\n",
    "    X_2 = pd.concat([X_2, dummies], sort=False, axis=1)\n",
    "X_2 = X_2.reset_index(drop=True)\n",
    "\n",
    "specs_to_one_two = ['Air Bag-Frontal-Driver', 'Air Bag-Frontal-Passenger', 'Air Bag-Passenger Switch (On/Off)',\n",
    "       'Air Bag-Side Body-Front', 'Air Bag-Side Body-Rear', 'Air Bag-Side Head-Front', 'Air Bag-Side Head-Rear', \n",
    "       'Brakes-ABS', 'Child Safety Rear Door Locks', 'Daytime Running Lights',\n",
    "       'Traction Control', 'Night Vision', 'Rollover Protection Bars',\n",
    "       'Fog Lamps', 'Parking Aid', 'Tire Pressure Monitor', 'Back-Up Camera',\n",
    "       'Stability Control']\n",
    "\n",
    "for item in specs_to_one_two:\n",
    "    dummies = pd.get_dummies(X_2[item], prefix_sep=': ', prefix=item, drop_first=True)\n",
    "    X_2 = X_2.drop(item, axis=1)\n",
    "    X_2 = pd.concat([X_2, dummies], sort=False, axis=1)\n",
    "X_2 = X_2.reset_index(drop=True)\n",
    "\n",
    "X_2.drop(['Body Style', 'Other Features'], axis=1, inplace=True)\n",
    "\n",
    "df_cat = X_2.copy()\n",
    "\n",
    "X_2.drop(['Category', 'EPA Classification'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "scaler_mm = MinMaxScaler()\n",
    "\n",
    "x_2_minmax = scaler_mm.fit_transform(X_2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "scaler_std = StandardScaler()\n",
    "\n",
    "x_2_std = scaler_std.fit_transform(X_2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_red = pca.fit_transform(x_2_std)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_cat2 = pd.DataFrame(x_red, columns=['X', 'Y'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>Category</th>\n",
       "      <th>EPA Classification</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-6.247384</td>\n",
       "      <td>-7.512561</td>\n",
       "      <td>Pickup</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2.279099</td>\n",
       "      <td>-4.054899</td>\n",
       "      <td>Pickup</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.474536</td>\n",
       "      <td>-2.199813</td>\n",
       "      <td>Car</td>\n",
       "      <td>Midsize Station Wagon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.432380</td>\n",
       "      <td>4.588272</td>\n",
       "      <td>SUV</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.205524</td>\n",
       "      <td>0.440737</td>\n",
       "      <td>SUV</td>\n",
       "      <td>Small SUV 2WD</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          X         Y Category     EPA Classification\n",
       "0 -6.247384 -7.512561   Pickup                   None\n",
       "1  2.279099 -4.054899   Pickup                   None\n",
       "2  2.474536 -2.199813      Car  Midsize Station Wagon\n",
       "3 -0.432380  4.588272      SUV                   None\n",
       "4  4.205524  0.440737      SUV          Small SUV 2WD"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_cat2 = pd.concat([df_cat2, df_cat[['Category', 'EPA Classification']]], axis=1, sort=False)\n",
    "df_cat2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Car       14085\n",
       "SUV        8084\n",
       "Pickup     8022\n",
       "Name: Category, dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_cat2['Category'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 588.475x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.relplot(data=df_cat2, x='X', y='Y', hue='Category', s=50, marker='o', \n",
    "                palette=sns.color_palette(\"hls\", 3), alpha=1, height=7)\n",
    "title = plt.title('The car dataset reduced to 2 dimensions')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The PCA algorithm is clearly differentiating between pickups, cars, and SUVs with the two dimensions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.06830609, 0.0513892 ])"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "explained_variance_2 = pca.explained_variance_ratio_\n",
    "explained_variance_2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The first factor accounts for 6.830609% of the variance, and the second one 5.138920%, Together, they sum up to 11.969529% of the variance.\n"
     ]
    }
   ],
   "source": [
    "print('The first factor accounts for %f%% of the variance, and the second one %f%%. ' \\\n",
    "    'Together, they sum up to %f%% of the variance.'%(explained_variance_2[0]*100, \n",
    "                                explained_variance_2[1]*100, sum(explained_variance_2*100)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Now with a three factor solution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "pca_3 = PCA(n_components=3)\n",
    "x3 = pca_3.fit_transform(x_2_std)\n",
    "df = pd.DataFrame(x3, columns=['X', 'Y', 'Z'])\n",
    "df = pd.concat([df, pd.Series(y)], axis=1, sort=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([5, 0, 6, ..., 0, 7, 3], dtype=int64)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "encoder = LabelEncoder()\n",
    "encoder.fit_transform(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkgAAAI6CAYAAADc9LdlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzsnXmYFNXV/7/VVb3Mvs8wMAMDMyAIRlGUqAgCcUHwdSGJxn3BaNT8XN6QEKPBfSEmQQ1G44K+mrivmEjUGI0CokRFcWfYpmfpnqV7uqeX6q6q+/tjrLK7p7unl+plZs7neXgeGLpv3aqurvudc879Ho4xBoIgCIIgCOI7DLmeAEEQBEEQRL5BAokgCIIgCCICEkgEQRAEQRARkEAiCIIgCIKIgAQSQRAEQRBEBCSQCIIgCIIgIiCBRBAEQRAEEQEJJIIgCIIgiAhIIBEEQRAEQURAAokgCIIgCCICEkgEQRAEQRARkEAiCIIgCIKIQEjxfdThliAIgiCIkQKX7BsogkQQBEEQBBEBCSSCIAiCIIgISCARBEEQBEFEQAKJIAiCIAgiAhJIBEEQBEEQEZBAIgiCIAiCiIAEEkEQBEEQRAQkkAiCIAiCICIggUQQBEEQBBEBCSSCIAiCIIgISCARBEEQBEFEQAKJIAiCIAgiAhJIBEEQBEEQEZBAIgiCIAiCiIAEEkEQBEEQRAQkkAiCIAiCICIggUQQBEEQBBEBCSSCIAiCIIgISCARBEEQBEFEQAKJIAiCIAgiAhJIBEEQBEEQEZBAIgiCIAiCiIAEEkEQBEEQRAQkkAiCIAiCICIggUQQBEEQBBEBCSSCIAiCIIgISCARBEEQBEFEQAKJIAiCIAgiAhJIBEEQBEEQEZBAIkY1N998M0466SScdNJJmDVrFo477jjt336/H/vttx/6+vpyPc2YbNy4EWefffawr/vTn/6EN954IyNzuOCCC/L6GsVj9uzZsFqtQ35+0UUXYefOnUmN9fjjj2Pp0qVYtmwZfvazn6G3t3fY94R+fnfddRdefPHFpI6pJ7k+PkGMNIRcT4AgMsm1116r/X3RokW48847ccABB+RwRplh69ataGlpycjYmzZtysi4ueSBBx5I6vU7duzAww8/jJdeegklJSW44447cNddd+HGG29MeIwrrrgi2WnqSq6PTxAjDRJIxJjnnnvuwfbt2+F0OnHhhRfizDPPBAA888wzeOKJJ6AoCsrLy3Hdddehubl5yPufffZZrF+/HgaDARUVFbjjjjtQV1eHW2+9Fdu3b4fH4wFjDDfffDMOOeQQrFq1Ck6nE21tbTj66KOxcuXKsPHuuusubNiwAeXl5Zg0aZL28927d+PGG2+Ex+NBd3c3pk+fjrVr1+LZZ5/Fjh07sGbNGvA8j5aWlqivM5vNuPvuu/H666/DaDSioqICt912G2pra9Ha2opbbrkFTqcTsizj7LPPxg9/+EP8+te/BgCce+65+Mtf/oL6+vqw67Zv3z7YbDZ0d3dj5syZmDt3Ll588UVYrVasXLkSy5YtQ09PD37729+it7cX3d3dmDBhAtauXYuqqiosWrQIS5cuxaZNm+B2u3H++efjjDPOwNatW3HnnXdi/Pjx2LVrFywWC26//XY0NzcjEAjgzjvvxAcffABZlrH//vvj2muvRXFxMbZt24abbroJHMfhgAMOgKIoUT/zRYsW4a677oLX68Uf//hHNDY24ptvvoEkSbjhhhtwyCGHhL1+1qxZ+Oc//wmj0QhRFGGz2dDQ0BB17Fif36pVqzB16lRceOGFOOCAA3D++edj8+bN8Hq9uPzyy7Fx40Z8/fXXqK2txX333YfCwsKYn8vWrVtjznvbtm24/fbbtXO/+OKLcdxxx4Udf9u2bVizZg18Ph+MRiOuvPJKzJ8/H88//zxef/11GAwG7N27FxaLBXfccQeam5vx2muv4c9//jM4jgPP8/jlL3+JQw89NOb3iiBGPIyxVP4QxIhj4cKF7JNPPgn72bRp09hDDz3EGGPss88+Y7NmzWKBQIBt3bqVnXHGGczr9TLGGHvnnXfY8ccfP2TML774gs2dO5d1dHQwxhhbv349u+6669iHH37Ifv7znzNZlhljjN1///3s4osvZowx9qtf/Yqde+65Uef4+uuvsxNOOIG53W4WDAbZT3/6U3bWWWcxxhi7/fbb2YsvvsgYYywQCLBly5axjRs3MsYYO+uss9irr74a93UdHR3s4IMPZqIoMsYYe+ihh9jrr7/OgsEgO+GEE9iOHTsYY4y5XC62ZMkS9tFHH2nXqLe3d8hc7777brZw4ULmcrmYz+djhx56KLvtttu08zj22GMZY4w98sgj7P7772eMMaYoCluxYoV2zRcuXMiuu+46pigK6+zsZHPnzmVffvkle++999j06dPZBx98wBhj7G9/+xs75ZRTGGOM3XPPPez2229niqIwxhj7/e9/z1avXs1EUWRHHHEE27x5M2OMsQ0bNrBp06axtra2IXNX74X33nuPzZgxg33++efaNTnzzDOjfjbqeR122GFs3rx5bPfu3Ul9fr/61a/Ygw8+qF3TRx99lDE2eG/Mnj2bdXV1MVmW2SmnnMJefvnluJ9LvHmfc8457JVXXmGMDd6f119/fdjx+/r62OGHH84+/vhjxhhjX3/9NTvssMPYvn372HPPPccOOeQQ1tnZyRhj7MYbb2S//OUvGWOMLV68WLsn3nnnHXbPPffEvE4EkYckrXUogkSMeZYtWwYAmDFjBgKBAAYGBvDWW29h7969OP3007XXuVwuOJ1OlJeXaz/bsmUL5s2bp0VWzjvvPO3/ysrK8OSTT6KtrQ1bt25FUVGR9n+REYrQ8Y455hgUFxcDAJYvX47HHnsMALBy5Ups2rQJDzzwAPbs2QO73Q6v1ztkjFivq6urw/Tp03HKKadg/vz5mD9/Pg4//HDs3LkT+/btwzXXXKON4ff78fnnn+Oggw6Ke+2OOOIIlJSUAABqa2tx1FFHAQAmTpwIp9MJYDD6tG3bNqxfvx579uzBN998gwMPPFAb44wzzgDHcRg3bhyOOuoobNq0CTNnzsT06dMxZ84c7TrceOONcDgceOutt+B2u7F582YAQDAYRFVVFb7++msIgoDDDz8cwODn+tvf/jbu/AFg/PjxmDFjBgBg//33xwsvvBDztT/4wQ/wgx/8AE8//TQuvPBCLdqiEu/zi+S4447TrtW0adNQV1cHAGhoaEB/fz/27NkT83Npbm6OOe8lS5bgxhtvxJtvvokjjjgCV199ddhxP/nkE0ycOFH7DKZOnYqDDz4Y77//PjiOw8yZMzFu3Dht3Ndffx0AsHTpUlx++eVYsGABjjzySFx00UXDXluCGMmQQCLGPIIw+DXgOA7AYFRVURScdNJJWvpLURTY7XaUlZWFvZfnee19wOAC1t7ejra2Ntxyyy04//zzsXjxYkyZMgUvv/yy9rrCwsKY82GMhY2vcvXVV0OWZSxZsgRHH300Ojs7tdcyxiDLMjweD379619DUZQhrzMYDHj88cfx6aefYsuWLbj11ltx1FFH4aSTTkJJSQleeukl7Vg9PT2a8ImHyWSKei1D+d3vfodPPvkEy5cvx9y5cyFJUtg5hr5HURRNcISee+j1UBQF11xzDRYsWAAA8Hg8EEURHR0dYePGmk8kFotF+zvHcUPGAIC9e/eiu7s7TLCtXr0a/f39qKioCHttrM8vEqPRGPXvKrIsx/xcPv7445jzPv3007Fw4UJs2rQJ77zzDv70pz9h48aNYeOG3rPqnCVJgtFojDnuVVddheXLl2PTpk14/vnn8fDDD+PZZ5+NeX4EMdKhXWwEEYV58+bh73//O+x2OwDgiSeewLnnnjvkdXPnzsWWLVu01z355JP43e9+h02bNmHhwoU444wzMGvWLLzxxhuQZXnY486fPx8bN26Ey+WCoihhi+O7776Lyy67DCeccAIAYPv27ZBlWRM/oigiEAhg06ZNOOecc3DkkUfC6/Vi+/btCAaD+OKLL7Bs2TI0Nzfj4osvxnnnnYdPP/0UkydPhsVi0Y7V2dmJZcuWYceOHQAGF3lJklK+lu+++y7OPfdcnHzyyaiqqsLmzZvDroW6s6qjowObNm3C/PnzAQBffvklvvzySwDAU089hdmzZ6O0tBTz5s3DX//6VwQCASiKguuuuw5/+MMfsN9++4ExhrfffhsA8K9//Qv9/f0pzzuU7u5uXH311dpuvg0bNmDq1KlDxFG8zy9ZhvtcYnH66afjiy++wKmnnoqbbroJLpcL3d3d2v8fdNBB2LVrFz755BMAwDfffIMPPvgAhx12WMwxJUnCokWL4PP58JOf/ASrV6/GV199hUAgkPL5EUS+QxEkgojCvHnzcNFFF+GCCy4Ax3EoLi7Gn/70pyG/ee+3335YuXIlVqxYAQCoqanBrbfeioGBAfzv//4vTjzxREiShCOPPBKvvfZazKJhlQULFuCrr77C8uXLUVpaiunTp8PhcAAY/A3+sssuQ2FhIYqLi3HooYdi7969EEURCxYswD333AO/34/LLrsMq1atgsViQXFxMWbPno2dO3fiuOOOw+LFi3HqqaeiqKgIFosF1157LUwmE+69917ccsstePDBByFJEq644gotDXj88cfj7LPPxj333INp06YlfS0vu+wyrFmzBnfddReMRiMOPvhg7Nu3T/t/q9WKU089FX6/H9deey2mTJmC7u5uVFdXY+3atWhvb0dlZSXWrFkDALj00ktxxx134JRTToEsy5gxYwZWrVoFo9GIdevW4frrr8cf/vAHzJgxA1VVVUnPNxpz5szBJZdcgnPOOQc8z6O2thbr1q0b8rp4n1+yxPtctm7dGvN9v/jFL3Drrbdi7dq14DgOl19+eVhBeWVlJe666y7cdNNN8Pv94DgOt912GyZPnoyPPvoo6piCIOCaa67BL37xCwiCAI7jcOuttw6JIBLEaIKLFk5OgJTeRBCEPqgpEUmSwHGclgoJBAJDRFzoe9T0ofoanudhNBohCMKQdGE2UHeTRVovbN26FTfddBNeeeWVrM6HIIhRS9IPN4ogEcQIQ1EUBINBTegkKmrU16o1PqpY8vl8eSOYCIIg8gWKIBHECEEtxA4GgwAwRBwNF0FKZHzGGBwOBxhjqKio0AQTz/NaaoUgCGIEQhEkghiNMMYQDAa1HUiZECqR4xoMBiiKAr/fr/0sVDDxPB+2xZ0gCGI0QQKJIPIcRVEQCATAGMuYOIpGtAhVpGAyGAxhKTkSTARBjBZIIBFEnhJZiJ1r8RFNMDHGIIoiRFEEMCiYBEHQoky5njNBEESqkEAiiDwk1UJsPeA4blg7AvV10QRTIBDQ/HEiBVO2z4UgCCJVSCARRB4xXCF2PhNNMAEIE0wcxw1JyY2U8yMIYmxBAokg8oRsFGJnk1DrACBcMIWm5EgwEQSRj5BAIog8QI0aZbsQO5tECiZgUDQ5nU44nU6MHz8eHMdBEATtDwkmgiByBQkkgsghaiH27t270dDQELe5abaI1bA1U8dSRRDP81oULTTFSIKJIIhcQAKJIHJEaCG21+vNmijJR9RzV4VS6M8jBVOo2zcJJoIgMgUJJILIMpGF2HpthVeFlsViyYtIVKLEEzjRBJMsy5AkSftZ6C45ao9CEIRekEAiiCyiboOP3L6fblpLFEW0tbVBURRIkgSj0YiCggIUFBSgsLAwacGUr9GsaDvlogkm9Q8JJoIgUoUEEkFkieEKsVMRJWqRc1dXF2pqalBcXAyO4+D3++Hz+dDf3w+bzQZBEFBYWKiJJkGI/dUfSYIilmAKBoPUgJcgiLQggUQQGSYRR+xUFm1ZltHe3g5RFDF58mSYzWatWa0qhCorK8EY0wSTy+XSBJMaXRpOMI0kVMGkXmO1PYrP5yPBRBBEUoyOpyJB5CnJOGInE0HyeDywWq0oKSlBQ0MDDAZDzPeHCib1OKIowuv1RhVMsiwnd5J5TCzB1NraisrKShQUFIQ14BUEgQQTQRAASCARREaITPUMV4id6KLMGIPdbofD4cD48eNRWlqa9Dgcx8FiscBisWhjiqKoRZi8Xq82jiqaRluECYBmTKk24FVTn6pQoga8BDG2GR1PPYLII2IVYscjkSLtQCCAtrY28DyP5uZmGI1GXeYbKpgqKirgdDrh8XhgMpngdrtht9vB83xYDZNex8410WqYFEUZ0oA30u2bIIjRDwkkgtCJTPZRczqd6OzsRE1NDaqqqjKaBlKjKBUVFaioqNAEn9frxcDAgCaYQmuYRrNgUiNsoYKJGvASxOiHBBJB6EBkIXayC2asCJIsy+jo6IDf70dTU5NWR5RNOI6D2WyG2WyOKpi6u7thMBjCbAVGu2AKbcBLgokgRickkAgiTRRFQSAQSKuPWjSB5PV60dbWhuLiYjQ3NyeU2lHnkA7DpftiCSafzwePx4Oenh5wHKdFl9QaptEgGqIJJgBhgonjOGrASxCjABJIBJEijDHNa6iiokK32hTGGLq7u9Hb24sJEyYMKcTON0IFU3l5eZhg8nq9mmCKTMnlUjToZYQZ2YA3VDDFq2EiwUQQ+Q8JJIJIAVUE+P1+9PX1obKyMq3x1KhNIBCA1WoFx3FoaWkZkamqaIIpGAzC6/VGFUxA/jp3J0ukYAK+u1e+/vprTJo0SUvJUQNegshvSCARRBJE66Om1+I+MDCAvr4+VFdXo7q6etQsmhzHwWQywWQyhQkmNcLk9XohyzI6OzvDapgyff7Zur6qzYMsyxAEIWoDXhJMBJF/kEAiiARRFzZZlrValHR7qAGDhdhqDcukSZO0qEqyqItqunVIepzTcOOrgqmsrEyrWyosLITX60VfXx8YY2G2AiaTadSIhmgNeCVJChNMoW7fJJgIIjeQQCKIBIhViJ3uwuXz+dDW1gYAqK+vT1kcqWRa3GQC9XqWlZWhrKxMEwxerxc+n08TTKE1TKNNMMVqwKveb9SAlyCyDwkkgojDcH3UUhUkjDH09PSgp6cH9fX1cDqdY9aAMHKxV3eBqYIJgFbD5PP54HA4oChKmK1AvgumZKJ61ICXIPIDEkgEEYNE+qilIpCCwSCsVisYY2hubobJZEJ/f39eRX7yaS4AogomtYbJ6XRCluUwW4F8F0zJQA14CSI3kEAiiAiSccROViC5XC50dHSgsrISNTU1UT11cs1IWFyNRiOMRqNmgaAKJp/Ppwmm0JSc2WweEeeVCCSYCCI7kEAiiBCiFWLrgaIo6OrqgtvtxsSJE4fUGtEClh6Rgim0himaYFIUJavz08PAMxaxBJPf70dHRwfGjRunXR+e56mfHEEkCAkkgviWVByxE4kg+Xw+WK1WWCwWtLS0hO1gSmYcInEEQUBpaWmYYFJTcv39/QgGg+ju7kZRUREKCwtHZYQJAPx+PwwGgyaYgEEBFRlhIsFEEEMhgUSMeYYrxI5HPGHDGENvby+6u7sxbtw4lJeXj4hFeDSKNUEQUFJSgpKSEgDA7t27UVRUhGAwiK6uLkiSpBV9FxQUwGKxjIjPajgYY0NsAhJpwEuCiSBIIBFjnEQKsYcjmpiQJAlWqxWyLGPKlCkwm81xxxiNoiSf4TgORUVF2ueiRph8Ph9sNhskSYLFYtFScukKpkym2JKFGvASRGKQQCLGJKHmfKGmj8kSzZzR7Xajvb0dFRUVqK2tTXhcEki5IzLCJMuyVsNkt9sRDAZhsVi0OqaREGFS76fh5kmCiSCiQwKJGHOoD/9du3ahtrYWxcXFKY8VukgoigKbzQaXy4XGxkYUFRWlNA6Re3ieHyKY1Bomu92OQCAQ5sNkNptHTVoqmmACvmvAq/4/NeAlRjskkIgxhbp9X4346BG14TgOPp8PHR0dMJlMaG5uhiAk99XKpxRbPs0lX+B5HsXFxZqYVgWTGmEKBAJDUnKhgikXKTa9jhnZgDeWYIqsYSLBRIx0SCARY4Johdh6PMDVxWLv3r2oq6tDRUUFLQwjgHQFYDzB1N3drQkmNcIUbefiSCVSMAHf2WMEg0G43W6YTCYUFxdTA15iREMCiRj1xCrETjdSIkkS2tvbwRhLq8msHnPRe5yxgJ4LdjTB5Pf74fV60dPTA1EUtfYyag1TplNy2YxahTbgVQ0rVcGk/n9oPzkSTMRIgAQSMWqJdMTWq48aAAwMDMBqtaK8vBwejwcmk0mX+eYL2Z5LPp27HvA8j6KiIq0Oze/3a2JaFUxqhEn9M1pqmFRhFhlhUjdFqISm5Mjtm8hHSCARoxK1EFvvPmqKosBut8PpdKKhoQHFxcVwOp1pL/D5tDjk01xGCwaDAQaDATU1NQCgtQbx+Xzo7e2FKIowm81aDZMegimX1gLRGhBHa8ArSZL2s9AIEwkmIh8ggUSMOtRao+EcsZMVSKIooq2tDUajES0tLWGF2HoIpNEWRSFiYzAYwiJMqtO11+tFX18f/H4/zGZzWHuUZAVTru6nRIRZLMGk2m4A1E+OyD0kkIhRQ7KO2ImKEsYYHA4HbDYbamtrUVlZGfaw1uvBPVYF0lhY+IYTDQaDAYWFhVod23CCyWKxJFT4nYtrm0rkihrwEvkICSRiVJCpPmqyLKO9vR2iKGLy5MmwWCwpjaPHXLJFPs1lrBJLMPl8Pk0wmUymsJRcpGDKVYpNr80GJJiIXEMCiRjRZKqPGgB4PB5YrVaUlpaioaEh5th6CQoSJUQsQgVTVVVVmGByOBzo7OwcIphyid5iJZZgCm3A6/f7UVFRoRV9j5aidyJ3kEAiRiyJFGInMka0n9ntdjgcDkyYMEFzU46FXhEkInvkYpeenp9xNMEkiiK8Xi+cTic6OzthNBohyzIGBgaiRpgyRTYiV5Hfd1mW0dHRESYMDQbDELdvgkgGEkjEiCNy+346fdQiF0pRFGG1WsHzPJqbm2E0GnWZcypzSQWv1wsAI6JXWK4ZTdfHYDCERY4YY3C5XOjp6YHT6URXVxeMRmNYe5RMCaZcpfZCrQXUfnKiKEIURQBD+8mRYCKGgwQSMaJQH/wAYDab03oQR77X4XCgq6sLNTU1qKqqSnjsfKjZURQFnZ2dcLvdMBgMkCRJWwgLCwthMplG1PmMNrJ9PTmOg9lshiAIaGho0FJQPp8P/f39sNlsEAQhLCWXbHucWORSIIX+nRrwEulCAokYMaiF2L29vTCbzVELppNBFQJqeN7v96OpqSnp+o1cF2n7/X60tbXBYrGgqakJHMeFdaN3Op2QZVlbDJMVTIQ+5KIXW+ixVSFUWVkZJphcLpcmmEJtBfQSTNlATbPHIl4DXhJMRCxGzjeAGLOkU4gdD47jIIoidu7ciZKSEjQ3N6c8di4EUqj9wLhx41BeXg5JkqAoCgRBQGlpKUpLSwEAwWBQ60bvdDqhKEpYhMloNNJiMAqJ5wEWmZJTa5jSFUwjoTHvcA14geg1TPQdGVuQQCLymmh91PSI2DDG4PF44PF40NjYqAmJVMjFQzOW/YDBYICiKENebzQaYTQawwSTGmHq6+sDY0wTSzzPRx2DSJ18Fw0cx8FisWj3kSqYQiNMPM+HRSFjCaZ8SLGl+t5Ygkl97kTWMJFgGt2QQCLykniF2OkKpEAgAKvVCkmSUFZWlpY40mM+yY7h9XrR1taGkpKSIfYDiY5hNBpRVlaGsrIyrRO7GmHyer2QZRmdnZ1hEabRBNVYxSdUMFVUVIQJJrfbDbvdHiaYCgoKtHskF9dWb1EWKZjUY1AD3rEFCSQi71AfRLIsR60DSEeQ9Pf3o6OjA9XV1TAYDJqPSjpkywdJbXTa09OD8ePHo6ysLO1jAoPzN5lMMJlMKCsrgyiKaG9vR0FBATweD3p6esBxnCaWQhfDbEGF48mjp2iIJpgCgQC8Xi8GBgY0wVRQUABFUSDLclbvkWxZC0QKJq/Xi87OTkycOJEE0yiEBBKRVyTiiM1xXNIpIDUi4vV6tUJsh8Ohm+tvpn2QJEmC1WqFLMtobm6GyWRK63jDzYXjOJSXl6O8vDzmYphIuiXZ46rjqL30mJGHkRfQL/pRZilAUJbABaVhRso/ctk4NhOou+TMZvMQweRyuTSrjFBbgUwKplxc39B6SJ7ntVpJNcIEICwlR27fIw8SSERekEwhdrKCxOv1wmq1orCwEM3NzUN+C8wH4p3TwMAArFYrKioqUFtbO+xDNt3FInIu8RZDNd2S7g6oippqwCjg4+4OVBUUo6qwCBbeiKc+24arX3sWTr8X44pLce/SM7CoaT8YgnLK5xd6XqOZbIqG0Hukp6cHkydPhiRJ8Pl8Q6KQoaJar/nlsq1KaOo/cqecLMuQpO8EfWiEiQRT/kMCicg50Qqx45GoQBouJaVX2iZT6Z9QR++GhgYUFxfrfoxUiCaYou2ACl0M45kSmi0W2LwuBH0DaCqvgqQo+LBjHwSex7HNM2HmXwQAdA248ONn/oK2q+5AudEU9ps6kT8wxmAwGLR7RI1CqhsDvF6vJphCRXU6OylzJZAURYnbgiiaYAoGg2E1TtRPLn8hgUTkjFQdsRMRJMFgEFarFYyxmCmpfBJIkWOoheQGgwEtLS157UkTbQdUpCmh6uKsLoZhgsnIo8xSgO02K25/dyPsHjf+Z78D8csjj8Vbu7/GmmNOxbkvPgIAkBQFz3y2DRcedGQOzjR18n0Xm57HjEZonVsmBFM+RJCGQ32+UQPekUP+PnWJUc1whdjxGE6QuFwutLe3o6qqCjU1NXG9YPRCzwiSOv/q6mpUV1ePuIdkLFPC0D5hamPVwsJC1NTW4v2OvTjxiXXaGL/f8jo+7+7EH4/7EcaXlOOn/OMQ5cFURZmlAPmRGCVikUgUOJpgUndS9vb2atYToTVMscYdCQIpkliCKXTjCAmm3EICicg6iRRixyOWQFLbbQwMDGDSpEkoLCxMaZxk0eOhpRaed3R0wO12JzT/TKF3yjDSlDC0E31fXx9MZSVYs+mfQ9736s4duHvJaWBMQZHJDNEnoa6oFKdMnw2DooCcmuIzkqJWkTspIwVTqFeXei+FusGPRIEUSbSUXCzBpBZ9Uz+5zEICicgaejliR1sT2J8HAAAgAElEQVTAfT4frFYrLBYLWlpaEmrEmU8pNnUx4Hk+4fmPVCI70QcZ4PT7or7WLfpRaragUDBh4Yz9sOaYU8EBYYWvqZDt4vx8Sndl+ph6/cIQKZgkSRpibqpGl2Q5/aL9VBiuxUk6DCeYent7UVVVpfXcI8GkPySQiKygKAp6enpgsVjS7gMWKkgYY+jt7UV3dzfq6+tRXl6e0jjpkM44jDGt27ogCGhsbBxzYXSDouD0WXPwQceesJ9PLq/GtKo6yIqCLy+/AUFFBs8ARQzotgiPdkaLKOM4LszcFAhvnzMwMADGGDo6OrLab1AtSM8GkYKpv78flZWVEEUxrD1KpNs3kTokkIiMElqI3dfXh+rqapjN5rTGVNNRwWAQ7e3tKXsD5VoghTbJra+vh8PhyJtFO5vRByUQxE9nz8MOewf+b/t7kJmCaVV1eOn0S6EoMhCQ4PJ4tMUwEAiE+etYLJa8uW75xEhs+ZEMoe1zHA4HRFFEYWGhVuuWjQbNuUztMcbC6pLUn1EDXv0ggURkDPXLqoahDQaDboJEkiS0trYm7A0Uaxy9hECy4/h8PrS1taGoqAjNzc3w+/15VQ+VTRRFQWebFX849odYe/yP4Rb9qCoohqTIYAAKioogGwVUVlYiEAhAlmVNLNntdgSDQVgsFm0xzEfBNNqMImORS8HA83zUBs0+n08TTKG75Mxmc9pzzXXtU+ixo6XkAIQJJjUSp3oxkWCKDwkkIiOoUaPQL7IegkRRFPT19SEQCKCpqQlFRUUpj5WLIu3QlKCe7UJGMoIgoHZ8PcAZYACHUrMFAUXCO3t34rp/v4Sve+2YP2kq/rz0DFRbBgvXi4uLNV8oWZa12hSbzQZJksIiTHoshCORkVSknYnjRjZoDq1h0ksw5dP5RhJqHaC+B/iuAS8wGGEK3SVH7VHCIYFE6Eq8Qux0BYnf70dbWxsEQYDJZEpLHOkxn2THkSQJ7e3tkCRpSEowU2aT+Y7BYAAzCfjU1o4POvbAL0k4beYcuAN+nPTkvZDZ4F61V3fuwOEP3YHW/3czmCSHXSue51FSUoKSkhIA0BycvV4vurq6NMGkFoZnsk3LWCdX93AigkEQhLAIU+h90t/fn5KwzmSRtt7HjRRMwHdRflEU0dbWhksuuQTvvPPOqN4kkgwkkAjdGM4RW60dShbGGPr6+mC32zFu3DhYLBZYrVZd5pytFJvaLqS8vFxrbJmvZFWsCTwcXg/2r6lHq6Mb3d4BmHgePGdAkckEl/jdFufOgX78Z+83WNDQHNdFWxCEIYIpMnKgKAr6+/tRVFSUtWLesRLNyVVEJdmC5Gj3STRhrf6JlrpVU3vZRq/icI77rgGvzWaDw+Ggwu4QSCARaRNpoR/rC5ZKDZIadQkGg5gyZQrMZjNEUcz57rPIcWIR2i5kwoQJ2sM4U3MZcXAcjAKPg+6/Gfv6+wAAK197DvcvOxN/Xnomznz+obCX+2Up6esUGTkIBoPYs2cPRFGE0+lMypCQiE8+p5yGI5ZgCk3dRta6jeTzjcTv9+dl/V4uIYFEpEVkIXa8L1eyIsDtdqO9vR3l5eVobGzUhFc+GTyq40SbTzAYRFtbGziOQ3Nz87DdzMeiQArIEm54+xVNHAEAA8PVrz2DvVfehrqiUtg8LgBAmbkAP5g8HXIgvR5s6udQW1sLnufDWl6EGhLq0SMsl4ylqFUmjhspmEJr3dTNAWrPObXVTrbOPV4PuFTx+XyamSsxCAkkImXUWqNEHbETFTaKosBms6G/vz9qk9Zcb89PZJxk24WMxAVYDzhw2GrdPeTnAwERbf0OHDJ+Iv7xzQ7MrBmPR04+D4osAzoJSfWah/rrRDo4R+tCP5zQjQYZRY7840bWuqk2HWqUONJ+wmw2ZyxdlYnz9fl8Wj9FYhASSETSpOqInYggUYsFjUZjzCat+SyQVHHncrmSaheSTym2rM6FMRxQNwHbbeE1ZWZewJSKajz340sgKTIADpysQEnTQXs4ojk4qxEmj8eDnp4eGAyGIU1V85WxIrxzIcx4nocgCCgqKkJpaalmP6FGmAKBwJCUnF6CKRMRJFEUKYIUAQkkIinS6aMWr0ibMQaHwwGbzYa6ujpUVFTEHDvfBBIwOH9V3JlMplHfLkQvTOBwy8KT8PevP4XD79V+vnrBssH2EYGg9jnlQj6GCia1qWogENDcm+12O3ieD4swRRP1uSCbLs+hxxytEaRohAoVnueH2E+ogqm7u1sTTKEGp6l+Ppk4X6/XSwIpgvz4JhN5jx591AwGQ9SeSZIkoaOjA4FAAJMnTx42zJtvAonjOAQCAezatQu1tbWorKxMaQtuvkSQsoksyygVTNj585vx8Meb0OHux5kHHIZplbXgpEGjyHy6LhzHwWw2w2w2o6KiIkwwud1u2O12CIIQZivA8zwZRY7B40YTTH6/X0vdiqKYsmDKhL2AWqRNfAcJJGJYkinEjkc0ETAwMID29naUlpaioaEhoQeE3mIinYerLMtwOBzw+/2YMmVKyg+YsSqQAEAWA+jp6cHPZh8FhTEIHAcpKOUkYpQs0QSTKIrwer1wuVyw2WyaCR/HcZBlOWuRRSrSzq/j8jyPoqIizb9NUZSwWrdQwaT+ifU8zER00O/3UwQpAhJIREzUh73b7UZxcXHatvShIoAxBpvNBqfTGXf7e6xx1DHSnY86p1TGUduFGI1GFBUV5cVvX3oILb2ubzKIoqjVF2W2yiizcByn7WgCBq+h3+9HX18fRFHE7t27YTQatZRcQUHBqErF5rNRZL4d12AwRBVMPp8Pvb29EEURZrM57F5RRVEmt/kT30ECiYhK6G4eu92uecikg7p4i6IIq9UKnudjFmInOla6D4lUBEWocWV9fT04jkN/f3/W5xFvrJGImrpljKVkKJoM2VrIOY7TFjeTyYTq6motzeJwONDZ2QmTyRRmK6BXZGCsGUWOFEfrWEQTTOq90tfXB7/fD7PZjIKCAkiSpHutm8/nS3hTyViBBBIxhNBCbIPBoOti5ff706rVUdG7wDpRohlXulyuMZse04vq+nHgTEZ8au9AY2kFik1m8LKSUaGUK/GgCqaqqqqYi2C0qMFIYCRGctI9bqY+H4PBoAlnIFww+Xw+zcgytIYpnWik3+9HeXm5XtMfFZBAIjSiFWKn4n4dDbVWJxAIpFWro5ILs0iPxwOr1YrS0lLdjSvzrQZJrwhdIhjMJmxr24Va/wAOHNcAEy9gIOAHbzIB39a+jVbiLYJqmiXVQl6qQRpdxw29VxRFgSAIsFgs8Pl8mrhWo5GppG+pBmkoJJAIALH7qOmxcKvCQg0P65HnzuZONsYYuru70dfXF7VeajQKpGzBcRx4I4/DGpvwzt6dOPOFh7DL0YPvN0zBAyeehUmlVTAAI14kJbqQRhNM0Qp5QxfBWOPmyigyF4wFgRR53NB7JTQa6fP5hqRvExFMlGIbCgmkMU5oHzUAYeIIQFopttA+ZOPHj4fBYEB3d7cu886WQAoGg1pj3HjtQsaiuNEDnudh87gxEBBx2rMPQHU7es+6Cwse+T32XXkbDLwRil/M8UxzQ2RdSjRvnVD35sh2F1SDNDqPG632KZpgUndUOp1OTTCFmpyGCqZEirQHBgZw+umn47777kNDQwOeeuopPPbYY+A4DrNmzcINN9wAk8kU9p4XXngBv//971FVVQUAOProo3HVVVfpdCUyCwmkMYxaiC3LcswdaqkKkUAgAKvVCo77rg+Zx+PRtRA50wJJ7QVXWVmJmpqauMaVeswDyN0DN5eUWQpx55bXEWkF2efz4J+tn+H4llngeT6qh9ZIQa/7PpYZodfr1fqDqREmKcOu49EYa0Il1xGkeKiO72raTN1R6fP54HQ60dXVBY7j8Oijj2LSpEladDIW27dvx7XXXos9e/YAAHbv3o2HHnoIzz//PIqKirBq1Sr87W9/w3nnnRf2vh07dmDVqlVYtmxZWuecC0ggjVESdcTWXIyTeBCov63U1NSgqqoqLF2nV6okkwIptF1IY2Oj9tt7pucCpPfAVeft8Xi03yRTdevNVspPkiQYjTw4xDpnDrIiQxgFojETC2k0waQW8YqiCJvNBrfbrUUMzGZzRhf0sSRUkn0u6n3sVMxoVcFUWVkJxhjcbjfMZjM2bNgAq9WKO++8E5s2bcKhhx6Kww47DPvvv7+2W+7pp5/G6tWr8ctf/hIAYDKZsHr1au3emzZtGjo6OoYc99NPP8WePXtw//33Y7/99sN1112HsrKyNK9Adhg52yMIXVCjRqI4mLIwGAxxv2ihXkHDIcsyrFYr7HY7mpqahjRp1avgW51XJgSS6lUTCATQ3Nw8rDjSey6pEggEsHv3boiiqBkW9vT0oLW1FVarFX19ffD5fHmZCizgjbhkzvwhIqmyoAjHt8yEEMOBnRiK2lC1trYWBQUFqK2tRWlpKQKBADo7O9Ha2or29nY4HA6Ioqj7/TCWapBSabekF3r0YuM4DqWlpfjNb36DF198EcXFxTjttNNQX1+P559/Hj/60Y9wwQUXaK+/5ZZbMGfOHO3fEyZMwJFHHgkA6Ovrw1//+lcsXrx4yHFqampw6aWX4uWXX0Z9fT1uvPHGtOadTSiCNIaIVYg9HIkIAK/XC6vViqKiIrS0tET98urt9aNHNCp0TmrkK10LAj3mkgwulwvt7e2oqalBRUUFgsFgWMdxNQVjs9kgSVJYGwyTyZTzlN6A242msio886Of4ldvPI9WRzeOaGzGX5adBVEKgmMAr7NzOpDdWplc9EUDvoswqfeDJEnwer1aXYqiKGE1KXrcDyMlojISj5nJYweDQRx++OFYtGgRAKCnpwd+v3/Y99lsNqxYsQLLly/H3Llzh/z/unXrtL+vWLECxxxzjH6TzjAkkMYAwxViD4cqRqLtgFAjFT09PRg/fnzc0KneAkmvqI0a+fJ6vWhqakp6q2uudqAxxtDV1QWXy4VJkyZp239DP9vIFIy6QKp1CIqihDVaNRqNOVlo9u1sxZJpM3HC1FkwC0YMBPwwGQSIwQAM8sjewZYroi2igiCgtLRUM35VzWBVHybGWFr3Qy6E4FiKWqno3YtNlmWIohi2i626unrY97W2tmLFihU4++yzw6JNKm63G88995xWl8QYG1HO8SSQRjmMpd9HLVZqTC3EBgZ3eEXuXogkHwWSoijo6OhAUVERmpubU/ryZtNyQCUQCKCtrQ2CIKC5uTlhV91oC6QaUejt7QXHcSgsLNRSsdl4mPE8j3ENExCQZSiMgQdgVABZCsAwwrf35ztGoxFGozHq/dDX1wcAYRGm4QTTWEp15TqCpKcQVSNFyWzzHxgYwIUXXogrr7wSJ598ctTXFBYW4sEHH8Ts2bNx4IEH4vHHH6cIEpEfqFGjdB8g0Rbu/v5+dHR0oKqqKu4Or8hx9CrSTreeSW0X4vf7UVVVhfr6+pTHynYEKTSlFloEnwpGoxFlZWUoKyvTRJHaaNVqtUbtTJ8KPM9DZAoYAIHjwDNoUUnObMRD295BZUEhplePw/iSctQUFoONorqjkZICinU/qD5MqoAOjTCle8x0yeVW+1y5nOt9zqpASiZ6/uyzz6Knpwfr16/H+vXrAQCLFi3CFVdcgd/85jdYtGgRFi9ejLVr1+L666+H3+9HU1MT1qxZo9u8Mw0JpFGI+mCTJElzw06HUC8kRVHQ2dmJgYEBLa2TzDj5EEGSZRnt7e0IBAIoLCxMqBB7OLIRQWJssMFvf39/0tc+0eObTCaYTCb09vZi4sSJ2q6o/v5+2Gw2rdFqUn3DeB7dAR9uePsVfNNnx+LJ0/G/hx8DQTFANnC47d2NuHLuYjz00SY8+8WH2K9qHFbNOx5FJhOYGND1HInECb0fysvLwwSTx+NBT0+PtpVcvSdylWoeK3VPKnqLM6/XCyAxgfTmm28CAM4777whW/pVbrnlFu3vc+bMwQsvvJD+JHMACaRRhlqI/dlnn2H69Om6efQwxrTu9YWFhWhpaUk6mpAPKTav14u2tjaUlpaioaEBbW1tusxFD+KdU6optXRRO9Or24Ij+4YN1waD53m4lCC+d9+NcImDv6W+u28n/v7Np3jn/JVweFy4cu5inPjEOmxt3w0A+Mc3O/DXT7fiy8tuQIHRqNXOEcmh9wIeTTAFAgF4vV4MDAzAbrcDgJaaLSgoyMp9OhZrkDIVQSIn7XBIII0SohVi64nT6UR/fz/q6+tTbmiopxlisgJJbRfS29uLCRMmaDUXeoi2TKfY1JRadXX1EOuETBHLNDSy0apa4Bvq6qxGE8xmMyQw/HHLvzRxpLKtYy92O7pRIJjwYec+TRyp2D1urPvgLVwxd5Hu5zZWohyZPk+O42A2m2E2mzVrifb29kFR7HLBZrPplqKNR652COYycpUPKbaxAAmkUUC0Qmw1LZbuAykYDGpjJ1KIPRyqmMimQFLbhTDG0NLSElY3kU8CKXKcVFJq2Xxgx2qD4fV60dXVBUmSUDexEVa3I+r7v+ntxvFTZ+L1XV9E/f9WRw8UlhmztlxbG2SLbJ6n+txRbQUYY1qrCzVFKwhCWIpWD8GUT+0+skEmitJVgWQ2m3UbczRAAmmEI0kSJEka8qXRY9F2uVzo6OgAz/Oora1NWxyp89LL5CyR81PbhVRUVKC2tnbIQyVXW/Rjoc5FTanxPJ/VlFo6RLMUAIDl02fjb5++H/Zao4HH/ElTIcsylk47ABy4Ia1GlrTMhMBxoH1sqZHrqBXHcVFTtKGtLtSatlS6z0c7ZjYZTbVPXq83Zdf90QxdjRGKWjCpptQiHbHTaTKrbn3v7OxEY2PjsA0Mk0GvQu1ECpq7urrQ3t6OhoYG1NXVxUwb5VMECRgUprt27UJpaSkmTZqUE3GkxzkJggBBEHBcy0xcdPA8zSm7yGjG+pPOhd/rRa+9G8VGM9Ye/yMIIQ/nMw44DEumzoJByR/xmg65rFfJNrHOU03RVlZWoqGhAc3NzaitrYXBYIDD4cCuXbuwd+9edHd3w+PxJPz8yqVQyYWgyMTuuUQa1Y5F8v/XUmIIiThip7rA+f1+tLW1wWKxaIXYDodjRPRQUwktaG5paYkrMPJJIAGD7rUejyehHnAjhqCEO49ZjpsWnoR9/b3Yv2Y8gpIE2edHQFHg7u3DOd87HGd97/t4z7oL06rqUFdUCk5mOWm4OlrI9y330WraIjcBmM3msAhTNGEwmiI5uTqu3++n+qMokEAaQTDGtJSamu+PRbIRJNUXyG63Y9y4cSgvL9c1XaeSaYGk+jMl6hGk57ml8+AKBAIIBAIjKqWWKIqigFOAYgOPmRV1UAJB8IyB/3ZHVDAYxJ6vvsaUKVNw9IRm+P1+7NvZqrk6J2UpQOSUdL4DBoNB+7wBhAmm3t5erdt85K7J0SRUEiETESSfz0cCKQqj5yk8yknWETsZU0ZJkmC1WiHLMqZMmTKkUC+ddF20eWVCIKn+TB6PB01JtAvRK4IEpP7AVOukeJ5HXV3dqBJHocS7h9R7WpZlGI1GNDY2xrUUKCgoGFEpq3yP5uh5TL2IJpjUTQA9PT2aYBIEAYqiZP18R5MwoxRbdEbnk3gUEW37fiJfjkRrfdTFuby8XKsHiETvCJJeTWbVcULTgqm0C9GzfijZ46q71BobG9HV1ZX2PPQi18Xrw1kKBINBWCyWMEuBkSSYskGuPr9MfQ6xdk329/cjGAxi586dYQLaYrFk9J7I1S62TByXIkjRIYGUx0Sm1JL5Ugy3wCmKoi3ODQ0N2s6jVMZKBj2LtBVFQV9fH2w225C0YDLjZLuPGvBdHzuDwaCl1GiBj00ilgKhfjvxutLn067FTDOao1bqrkn1mHV1ddo9YbPZIElSRkV0Lv2XqEg7O5BAylMURUEgEEjZ8yJeWszv98NqtcJkMg1bxAzo20NNL0HCGMPAwAC8Xm/UtGC255PMOGrUrqqqKsz4MddRm5FENEsBtWeY0+mEoijawhitZ9hoFg5j9ZiR94TaJieaiC4oKEhbMI0mg0q/308u2lEggZRnJFOIHY9oooYxBofDAZvNhrq6OlRUVCScrpN1ahyqhwhQaxAEQcCUKVPSekjpKf6GQ02pOZ3O0bVLTQf0sBQoLS2N2pU+smcYmeFljnxyKed5HiUlJSgpKQEwKKLVCJPT6YQsywlHHZM5bqbJVJE2RZCGQgIpj0hk+36iRKayJElCe3s7gsFg0hGXfNnFxhhDT08Penp6UFZWllXDyXTHCU2pxYra5VMEKZ/mkgqRXenVnmFutxt2ux2KosBut+vq6Jxv5GoBz9eolSAIQwRTZNQxNMI0nGAabUXaNTU1uo45GiCBlAeopo89PT1aVCfdL0BoZGRgYABWqxVlZWVobGxMWlTovYstlbHUnXZqyxOv1wuXy6XLfDItkGKl1DI1FyIcjgvvGSZJEnbv3g1BEIY4OmfKUmCsGEWOpLRetKijGmHq6+vTbCZU0WQ0GsOOk4lITiLQNv/sQQIpx6jiKBAIwGazoaqqSpdxVVHT1dUFp9OJCRMmaL85JUuui7RVgRfaLsTn8+WkuDoekeNQSi0xsr2gqr+AVFZWai0wQhdGtWA11KBwJIqbkSRW8uGYRqMRRqMxapq2r68PAMJScqMpgqRaJhDhkEDKIaGF2HpGaYDBAkWn04nCwsKECrHjkasUW6jAiNxpl62WJamOk0hKLVNz0Yt8movBYNDSYGrvQb3gOC6m3w5ZCiTHSBZIkUSmaSPr2hRFgSzLYIyhoKBgyEaATJGpCBIVaQ+FBFIOiFaIrT7w0/2yM8bgdDrhcDhgsVgwceLEtB8euTCKDG3WGk1g5Gp7frxxVBJNqeUzuZqz2lNQNf4DAIU3IACGlz7fhqrCYhzbvD/koASm08aBaHMYzlIgNPWSSHFvLkwMgdx9jtkkG9eW4ziYvnV+Ly8vB2MMbW1tMJlMGBgYQHd3d9hGgMLCwowZvtI2/+xBAinLxCrEVoWSoigpF4zKsoz29naIooiqqioEg0FdHhzZjiAl0i4kHwVSaEozlZRavkWQsklBQQGYUYAzIKKtvw8H1E2ALEngALy97xssf+Z+SN+K9IbSCnyw4tco5Y0p7a5M9hrHsxRwOBxhLVGiWQqMJXIVQcp2LZD67C4pKdHSbZEbAXieD6tr00sw0Tb/7EECKUsk4oidjkDyeDywWq0oKSlBQ0MDXC4XAoGALnPPVpG2KjDcbjcmTZoU9wubydqhVGlvb4fRaEwrpTkWBRLHcWiY3ISLNjyGJ3Z8AAAoMpqx/qRzcFzLLKzY8LgmjgDA6nJg5RvP4e7jTkv5AZbOApOMpUAmIwnxGE31Mfl4TCDc0TpyIwBjDKIowufzweVywWazQRCEsPsi1V+EM5Fio2a10SGBlAXU/LUsy3F3qKWy6DPGYLfb4XA4MH78eO2hnY/904DYtUNquxCz2YyWlpZhHx6ZSI2litvtht/vR0VFBcaPH5/ymPmUDknl+vI8jwDHUGy2AOAwIPphBgdJkuK+T7CY8czn/9XEEQB4giLOfmE97CvvRJmlAN1ed9h7Nre1gjcYADk7HlbxGM5SQBAEyLKspTGyYSmQKz+iXJBLMRhLqHAcB4vFAovFEiaYvF4v+vv7NcEUGmFK9L7IxPnSLrbokEDKMMk4YicrakLrdJqbm8NC+/niXRRtrNBzVGumurq6kjKvzIcUW2gRudlsTqnViV5zyTU8zwNGATf860U88OG7EOUgls84GH858SwYBSFMJAmCAD9TIPA8FEWBpMh4+atPhowpyhI27WvFvInN2NlnD/u/mTXjISvKkAeYIAjwKTLAAUbOAE5WsnpNY0USOjo6MDAwAIfDkXFLgdC5ZJNc1T2NhGhZqGBSd076/X74fD44nU50dnbCZDKF7ZyMJZj07sWmKApFkGJAAilDpOKInYxAUr9Usep09IwgZSoaJcsyOjo64Pf7MXny5KSKBHMtkILBINra2rRdam1tbbrMJxOL+WBkByg2myFKEpiiAJKs67GCHPC7d17F2q3/0n721Gfb4JeCeOSk86A+6hlvQJvXhZWvP4ftXVZcdfhiLG05ABNKy6OO21BagROnfQ+PfLxF+1mR0Yzbf3AKLJwBEr67LxWBx6e9Xbjl3Vdh97hx6vTZuPTQBeCCUtbc0iNRF0aj0YiqqipYLBb4/f6olgKFhYW6NVgdKyaRwMgQSJFw3HfNmEMFk1rX1tnZCbPZHGZcqa4hetdcqaUYJJCGQgIpA6TqiJ2IiaIqKnw+H5qammLe1PkcQVJ9Z9ra2lBUVITm5uakv/C5FEjqLrXKykrU1NRon2+688nEQ54XeAwoEi7Z8De8unMHGkor8Nv5S3Hy9IPABdPfLq9GbCyCgEe3bxny/xu+/gQmQYAiD34XAhxw6AO3wiX6AQAWwYgikxlXHLYQj3y8GQMBUXvvUROnYkpFNZrKKvH+il/j0e1bUFlQhEsPXYBCg3FIVGp7byeOfHgNlG/P6T3rLrzfsRsPnXg2uBxn4tTF1GAwxLQUsNvtI9pSYCQKlXw5bqhgqqqq0qI6oULabDajsLBQd5sLn88HAFSkHQUSSDoSWYidimN1vBvf6/Wira0NxcXFaGlpiTt+vtYgAdDy8OPHj0dZWVlO55SqL1PkLrV82y2oIQhY+MAafN7dCQDY2WfHOS+uxz/PugJHNkwBCwRTngsTeHzU04G7t76Jh086F8NdAQPP4+EP/wOX6Mf5Bx2BO4/9IfxSEF0D/ZhWVYevLrsR17/9Cr7ps2Hx5Bm48vuLwQEw8QImV1Rj1ZHHobKgCExRoATD65p8TMbN//mHJo5Unvv8I6xb8hMUGXjt+5BPacxolgJerxc+ny/MUiDR9hcqY6lYOh+KtPUmlpD2+XyQJAkdHR2wWCxahMlisfTvXPIAACAASURBVKQcVVIFEkWQhkICSSfU4sx0+qjFEjWMMXR3d6O3txcTJkzQCrHjoXdhtR5iS5IkOBwOBINBNDc3w2QypTxWtgVSZEotU75MesLzPFr7ujVxFMqft72Nw8Y3IdVyYUEQsKVrL37wf2vBwPC7Y5bjwoPn4fq3NoS97pTpsyFKQQiMQWEMvT4vDm+YgnuWnI5zX3wEz33xIQCgsqAITy5fgVXzjocvGEBdUQn6vB7c8J9XcOXcxSi3FGL/e2+A0WDAcz++BIfUNYALKdDmwMHmGdp6hoGh1+dBUeHw3xm9EUxGyAB4A4cJEyYktKs0WoPVUDfnfLYUoCLtzBEqpN1uN+rr6zUx3d3djUAgkHKqliJIsSGBpANq1CiRQux4REuxqY7MHMehpaUl4QdiJiJI6TyI1HYhquNsOuIodE7pksg4sVJqes8nEzvzJCW6T1BAlsCQ+rH8TMFN//m7NsZv33oZf1ryE/iDAdz333fgl4I4fdahuPv40yAoDBIUcIzh3AO/j6VTD8CDH76riSMA6PN58KNn/gLr1Xfg719/gr9Yd2H5jIPx8Eeb8OjHW/DqmT/HE6deiBOfXIcfPnM/rFfdDlkJaNeLB3DyfgdhW8fesHnWF5ehqbwKkOSw70MmF1SO48CbTQgqMt5v34MvujtxTPMMTCirSDqtGWkpEAgEtJRcPEsBqkHK/DFzhWoFY7FYhpiZ+ny+IanagoKCuILJ7/823U1GkUMggZQGqRRixyMyxaYaJlZXVyftyKx33RCQ2oMo1IZgwoQJYIzB4XDoMqdMC6TQuQ9n/KjXfNIdQ61lMZvNKC4uxvTqcZhUVoW9/b1hrzv3wMNhNgiQETuqEW8uBoMBne5+7d+PfLwFRgOPG47+H9y06CRw4OASfTAyIPhtrZAsy6gvLkO5pRDX/fulIWP2iz5sbmvFI9u3YM74Sfisu2PwfUzBtf9+Ca+e+f8ADIqpL3q6MLWiBgIbjLIYFIYrv78Y73fswctfbQcAHDNlBp764U+hMAajyQiFN4D71nIjkyi8AZIs4ZSn/oy39nwNAPheXQMeP+UCTK8eBwYGbyAAC2dIei6qm3M8SwHV3Tvbi/hYSrGl+8twuseOXGsizUxD3d9tNhskSYpZ25Zoim1gYACnn3467rvvPjQ0NGDz5s247bbbIIoilixZgquuumrIezo6OrBy5Ur09vZi8uTJuPPOO0dUT0oSSCmiKAp6enoAAKWlpbp8UdSojyzL6OzshNfrHdYwcbix9CKV3meh0S/VhsDtdusyLz2iWirRzmu4lFqi4yRDOufBGENfXx/sdjsqKyshSRJsNhtkpuDNc6/CWc8/jC3WXagsKMLKI47FkpZZQBwX6mHnoij4n/0OxO82v6b96IEP38Ubu77EZ5euhiwGIDCGIMI/ay4owSjwqC+JXns2vqQMNYUluPzQhVj8f3/Ufr7L0YMCwYjHTrkA//vaMygxmbH67Q34f4ctQpW5EBxjMMgKHjv5fAwERbj9fowvLcd71l24YuPT+KKnEzOq67HuhJ/gkHGNCVzR1OA4Dgaex9M7PtDE0exxjXjjnKtw/Vsb8H/b3wNvMGDF7Hn47YKl4E1GyDHqwBI5VjRLAa/XC5fLBUmSsHfv3qxYCgBjUyDlgkSOHU0wqalatbZt165d+O9//4vKykqYTKa4Pkzbt2/Htddeiz179gAYjDpdc801eOyxx1BfX4+LL74Yb7/9NhYsWBD2vhtuuAFnnHEGli5dinXr1uHee+/FypUr07sAWSS7/uyjADVqJIoi/H4//H6/rjsZRFFEa2srAKC5uTnlvHCogNBrbsmM5XK50NraipKSEjQ1NWmpwXwyeFTHiZyP2+1Ga2sriouLMWnSpIQbzWZiLokgyzKsViscDgemTJmCiooK1NTUYNKkSbCYzKgWLNh41v+D95p70HH1GvxsznwEPV4ttJ4KAgN+O38pFk+erv1sfEk5XjjtZ5C+TTfHotRoxjXzlsDEh1/XJS2zML6kHGuP/zGuf2sDyi0FqCkcrMVZNHk6+nxedLid2Lri15AUBX987194/NOtEIwCbKIXHjYo+GoLitFUUQVPMIBlT6zDFz2DNVhf9HTi+L/eDZ8sJfW9MhgMCQsLjuPgDvixua1V+9ntPzgVv3rjedzz/r/RL/rQ5/NgzeZ/4oa3X0GQ6eeKrFoKVFZWoq6uDkajUUsJ9/X1obW1FW1tbejt7YXP59M9wjSWapAyWaAdj1R/KVRr2+rq6tDU1ISmpiaUlZVh165dePTRRxEIBHDyySfjtttuw5tvvgm3O9yY9emnn8bq1atRW1sLAPjkk08wadIkNDY2QhAEnHjiidi4cWPYe4LBID744AMcd9xxAIBTTz11yGvyHYogJUFkITbP87qF69Wt716vFxMmTEB5eXRfmERRw796PTwSsSAAhm8XkkokKt6c0j2/UFGSTEot3jjZRHUgLywsxJQpU8BxXNg9qf1WGJCgGBQEJAlut1v7bTJ0t0wy7Q8URQEvc3jhtJ+hz+dBv+jD1MpaSMHgsO7WPp8PDaXl+OCiX+OWd16F1eXAidO+h58fthAmA48+vwerj16GXY4ezKgeh3/t/hJHTWzBug/exk3/+TsOqZ+I99v3YNW843Fc80zMvPcG7Hb2gAOHMw44DH9eegba3U68+OVHCMjhu90CsoRHt2/BBdPnDHuOPM+DCTx6fR5wACosheAZgxSM7QyuKApKLQWYWVOPqoIirD3+x1jYtB/+54l1Q1774Ifv4qaF/wMZMqCzT5Oahsm2pcBYiiBlu/+belw9UnuCIGDu3LmYO3cuXnjhBdx777049thjsXXrVjzxxBMIBoNYv349vv/97wMAbrnllrD32+121NTUaP+ura2FzWYLe43D4UBxcbH2C2ZNTc2Q1+Q7JJCSQJKksF1qeqWxgsEgrFYrAoEAysrK0hZHKqqo0eOLnIiwEUVR63Adq11IvvkzqQ8aNaWmFsMn2z9Lr7kkcz+pZqHjxo1DRUUFgPi/Yar3QmRbDI/Hg/7+fnR1dWluvrIsJ+TJBVlGtdGCGlMBJL8Y9/XAt4JN4GEAsF9VHR448SwEZRkmnocRHERFxh+2/At/eO91SIqCUrMFf1l2NgYCIm76z98BAA9+tAmn7X8I5k2aisMeuA27nYOpbgaGSeWVeK31c3xib0eBEH1Dg4HjBs0yh5mnh8lY+uhd+KBjDwBg7oTJ+PsZl6PIaIz7ixFTFPz0kPk476AjEJBlKN/u4ItE+vZZIjP9TZqi3YuxLAVC0y6RO+SSWYgpxZZ5MtGHLRgMoqysDJdeeikuvfRSiKKIL7/8ElOnTo07j9Dzj3Y9ov1spHh6qVCKLQnUULv6ISe7oEVDTUUVFRXF7FyfKpmI1sTC4XBg165dqKysRGNjY8xIRD4KJEVRtJRaU1NTTpqLqiRyPoqioKOjA3a7HZMnT9bEUbKoNSyVlZVoaGhAc3OzlpIJBAKw2WywWq2aUV2sual1c8NhEHhIvAGugIh73v83frf5NbhEPwTOgNYvvoIsy3jPugtrNv9Ta07rEv0464WHYBaMOKB2AgCgQDCiwGiC1eXQxJHK6TMPxZ1bXseGr7bjJ7MOhSVCJFkEI8498HD09fXFnWuAY7jg5f/TxBEAbG3fjRUbHoOI+N95JRCEgePgk4KYsW41Nre14of7Hzzkdecc+H14AiKMXG5ajURLuxQXF8Pv98NqtWLXrl3o7OxEf39/QpFyEkgj87iqm7uK2WzGgQceGDcNPW7cOHR3d2v/7u7u1tJvKpWVlXC73dqzIdpr8h2KICVB5I2ZjgAJTUWp6RyHw6FrmkYPAacSK1qmFpT7fL6E2oXoOad0x1L9pRhjaGho0AoaU51LNoq01f57RqMRzc3NujY+DU3JBAIBFBUVged5XSIMBoMB4Hl82tWGYx5bC580uODe8PYrePn0yzBnYiP8iownQxrWqkiKgld37sARjc34rLsDFx08D09+tg0rjzgWHLgwu4IKSyEePfk8NJVXgzGGLy+7AVdsfAovfbUds8c1Yt0JP4HZwA8r6ErMBfjHN58O+fmGrz5BidkCkYlxm/DKjOHm//wD/aIP1/37JTx/2iUAgGc+/y94zoAzvzcXqxcsw8MfbcYlc+brvqkilYU01FKAfbvbT40wqZYCoQXfkb9IjCbRkI/HBDJT+5RKo9oDDzwQu3fvxt69e9HQ0IBXXnkFy5cvD3uN0WjEnDlz8I9//AMnnngiXnzxRcyfP1/PqWccEkhpkOpDzefzwWq1wmKxhKWi8mHnWSyiCYBU2oXkSwQpNKUGIC1xlO5cEh3D7XbDarXG7L+nNwbD/2fvPAOjqLsu/pvZml5ITyAhoYXei/RelY4I9oIKotgLjz6KvfHaC9hQEQQFCwhIkd4JJdQACaT3nmyb8n5Ydk0gQEI2wKM5n2Ayc/93Zmdnzt5yrlipE6aiaGFeXh6CIFQiTFqt1n4PiCI2Rcag0TjrdUStBosi88Tan53kCOzkZ+aqxRx68AVkm0SIZ9XdbcEe3gS4e7JqykxaB4Uz2y8Ig1bLuNgOTj2lF/veSAN3D46cTeevpOOMatYOb4ORH8bdi1Gno9xmQVFVEvNzadYkBpskIV6kXkpRVfyM7uSZyipt93fzwCbLF732giCg0elQBJWnew5lVLM2PPnnz4xf8jnfj72br0bfgaqqbD57khE/fMje9LMkFebyav/RiNd4HEpFCILglBTw9fWtJClQXFxc5TT6f1OR9j9JnPJKBtUaDAbeeOMNZs6cicVioW/fvgwbNgyA2bNnM2DAAAYOHMh///tfnnnmGT799FNCQ0OZO3euS32va9QTpFqgpoRGVVXy8vLIyckhJCTkgunvriZIro7WVCxmdrSUh4aG1qhmypWk7UptnS/8eOTIEZcWe7saFYvHGzVqdFk9JlcXrztQVYShrKzMqcETEBSETwN/5sVt4UReFqOatmFwdCyqTUIFPPUG4jKSL1jrdEEOAiCqKjO79ueDXRsosf7dYdciIIQhMS3pF9kMrQqy1YanTsvWtCQ+GzWVtsHhHM3OYFb3gXSe/5pTOVxYuYgPht/MbW27YbNIbEk+xejFn6CoKl56I1+PvoPBjVsgysoF52q2Wnm8x2Ce2/BLpe2P9hiISbKhky/8rAVBQNTrUIA1p46yNeU0HUMbse/+2Ty7fjkhnt5Evf8cRWZTJZL49YHtvDfsZkxS2QU2rxSufoFXJSlw/jR6R0SprKysziUFKuJadbFdyyJtV+L8FNulsGHDBue/e/TowW+//XbBPhULusPDw/nuu+9q7+Q1Qj1BqgVqQmgkSSI1NRVZlomOjsZgMFywj6tfsq4mI4qiIEkSaWlpSJJ00fO4FK5lBKki0aiYUnNVt19dRJAkSSIlJQXgiorH6woVIwx+fn727jmNQKtPXyK12C4E+kXcVia36szno25Fp6iUWa10Dous1AIP0NQ/CFVVURQFN42WA/f/h//89SvHczPpHdmUZ3oOY3H8Hsa37Ojs9jLLMidyM+kQ0pDB0S15qEs/3tq2ptJYFRWVJ/78idvadseo1XIqP9tZLF1iNTNl2ZdkPfE2ol6HLEvoFJzfZ0GWebjbAAI9vPhq/zYA7upwA+NadEBUqfJ7L2i1qMD4JZ+z5vQR5/b3d0Wy6c4n0IqaC8gR4Ky3+l+CIFSeRq8oCvn5+ZSUlJCXl4fFYrni0Rc1wb8pagV1Q8yuJMX2b8H18bT9H0FVNUjVIUiOiIWfnx9BQUEX/WJd7xEkk8lERkYG3t7eNGzY8Iq+qNeKIF2qS+1qpMeqi4o2ysrKSElJuex9c7UhCAJoROzJMxUdIopq1yVykCMHFh/Zy0v9bkQoKCGsUUPeGzqJ/gvmUmazd7zpRA2fjJxCUWEhnm7uCLJMmIc3c/rfRInFzNGcDMb8+Am7087w8/H9fD/mLkTsnWiTW3eh07xXSSku4PTMV9iSfOoCXy2yxIHMFLqFN+aOdj14adNKCs3lgL3lf0VCPOsTj2ORbcy/8TZEm71TVVVVBJvE5FadGRfbAUlR8NQbkGw2BKnq+iVBI7Ij5XQlcgSwN/0siw/voWt4FFPbduOLuK2V/j65dWfKLGaXdsxc7Re4KIro9XqMRiOhoaFXRVIArp2i9T+p3spkMl1xo8c/HfUEqRa4HAFRFIWsrCyKi4urpatzvdYgORR6S0tLadiwoXOQ5pXAQSRc8UWvLim53Cy1a9GifzEb8HcqNjc3l/Dw8Fpdb1dDEAQEvY4FB3fw5f5taASR6Z37MqFlR9KKCyvtO65FBx7tMQhvoxv+kf4UFBTQrEEQKY++zoKDO7ApMre37YFR1JCUcBLPmBgAzIrM1J+/oqGPH32jmjGmRXssksTKhHhkVDSCgE7U8NnezaScI2SlNgutAkPZknyykg+iINA8IBiAv5JO8ESPwexKS8Lb4MbutDM09m2ATiPyzcE9RPsF8lSPQQjnPkZFUcCqYBBFjIIGxWJFuMx9EpeZUuX2g1mpuOt0vDZgDFZZYlG8vRh9YqtOfDziFgSbfJneuJrhWkVWHKhrSQEH/klEpTqoiwiSxWKpjyBdBPUEqRa4FKFxtMrq9XpiYmKqrcZ8vUWQHJEXWZYJDAys9cvalQKWlyM2F0upXWzfuvSlujYURSE5OdmZwqztUN/a+FLV+UiiwLvbVvPK5j+c2+767QwF5nJmdO3HVwfs6agtdz1By8AwPt+3mZ+OxjG5dWdaBYYhSvYC5+kd+yBJEjk5OaTn5zt/TLi7u+Pp58s3Y+4gp7yU5cf34+/mwYopD7HkyD6ssoRB0GKVJY7mZDp9eGvbGt4ePIGfjsWRW17q3D6jSz+MWh02RUZSFGZ1H8iutCTyTGV8POIWFFXlpX43Mb1LP97dvhZB1MB5VKXa3yFVpVdDO8nzd/Pg7g496RwaSb65jGjfAFaejOf9XX/xSv/RzBt1G4IA5VYroqQg10Ga7XqKqjgkBRzPD5vN5oww5efno6rqBYSptmvWJa6lknZdRJCudGLDPx31BKkWqCpCU7GAOTg42FmfcaX2XO1fTVAx8mKz2Vw6EsFV40YuZqcmwo91WWBdE1itVkpLS/H19b3iFGZtodPpsKgKvqHB6EUNGoRKLfHuBgMf7NpwwXHv7FjLg1360j0impFNWxPh7U+TD/5Dwbl01vu71vNSvxt5uOsANJLstOnv74+3tzdJSUnodDqKiorQe3myIuEQT61b5rT/7va1bL37KXwMdkFKg1bL0JiWfHdoJwAL43fz6oAxJDz0Mp/u3URKcT43NW9Hr4ZNKDCXkZCbzbCmren7zbvsyzgLgEGj5Zsxd1JqtfDriYN8PfoORM6nR5eHoNEgaDUo2IfSPnXDUB7pPoC1p4/xy4kDNPL2Y1yLDpzKzyYuI5mn1y3j4W79mRDb0X4tarhedXC9d3bpdDp0Ot0VSwpcyZquxLVW0nYlalKk/W9DPUGqAS6WmnHctI4CZpvNdkUFzHWRYrsSe1WlBjMyMuqkI64u7JSWlpKamnrRlFpVdurKl+oiPz+f3NxcDAYDYWFhtfbniqDVUCLbeGvbGk7mZzMougV3te+JTqw8db7EYiHC24/n+4xkYsuOGLQ6/ko6gV7UsOH2Rym1Wnh0zVInOXLgtS2reLT7IETRXpCt0etAFFFkLU1bxaLHvo6g1/Hh7r94uf9owrx8WH3qCEuP7mPOphV8NmIKWlVFkWXGxnZgeHxrVp06DECTD54n84k3ebjrAEySFelcLdEP8XsI8vBi7eajTnIE9vqkB1YsJOmRV3lu/S88u345bw8eT42UpTQiyWWF3PzTfA5np3Ns+kvM7jOCh/74ge8O7XLuNi9uK/EPvsCAxi1QgYbefugEERl7dMXx/PhfxpW+vK9EUsAhjVKfYqs9zGZzfQTpIqgnSDVExRehIPw9bsShbVSbX/+ujmRciT3HuBCHEKHjl9vVVOW+Ujs1Sam52p8rteFQxTaZTAQFBVFW5rpW74qoeK9W5adWq6VMlWn1yUvklNsHVf564iDLjx/k98kznPuZrFamtOnCawPH8v2hXbT5dA4lVjOTWnWmT2RTtIqKVtRwODvtgjUsskRyUT7RXn4IOh2SqrD40E52pibRLjiCaZ16Y3QzUm6zcvjB/5JnKmN/ZjJzh07kvWGTuOfXb0FVOX36NO7u7gQGBrJ04jSO5mQQn51G/6jmaEQNkiLx9YHt7M9MYUPScbLLSth733N8unfTBT4VWUwczk6nRUAIPx2N4+MRt2CxmSrto9FokM6JUeoEsRKR0ep0DP7ufdJL7PVX/m7u5JtKK5EjgEJzOa9s/oO+kU2ZsuxL+kY247dbpqN3M2CRJNx0OrR6vV1ZW1Fr/WPkWkWQXIHqSAoYDAan9ta1wD+JmNVHkC6OeoJUSwiC4FTEdpUas6u+BDWNIDkePkFBQfj7+1fywdXdZ66IRlX0yTHPDiAmJqbaNQzn23GFL9WFg4waDAaio6MpKytzOUESRRFJFJBRSS8uINo/EJvNhlYFVRSQFBWDKCIJMHf7Wic5cmBD0nGO5WbQukEIVqsVPQIfjbiFr/ZvY3YFjaAv4raSW17KN6PvBFWle0Q0B7NSK9ny0htp7NcAQQVJVRix8AO2ndMKenXAGFTgaG4mYV6+CMB9v3/H+qTjADzSbSDfj7sbEYHIyEhnKkbIy6N5RDgtA0MRBZFCcxkGrY6VJ+PZfPbvgu2ssmJi/ALZm362kk+iINDYL4DGvg14qucQyqxW0IgYzqUWVa2GtPISPtqzEVlRuL9Tb6J9A9Co9s/8SG6mkxwBuOn0HMvLpCqczM9mUqtOAGw6m8Bz639hTv+buPOXb1h5Mh43rZ5neg7liRuGYJWsKKqKr8GN8vLyKu1dj6gL0lCVpIDZbKa8vJzCwkJnOr2uJQUq4lql2BRFcal6PtTXIF0K9bPYagGLxYKiKFitVpo0aeISNWZXptmq+9JWFIXU1FSys7OJioqqUqXZlX65KhrlOL/S0lLnPLuoqKgakaOKdmqLmtgoKioiMTERPz8/IiIinGkWl9dC6bQ8u2E5QW8/QZvP5hAx92m2pp7GqhF4b89fPLVhOdvTz2JTFBILcqs0caogx/kykCQJjSAyb9+WC/b77cRBrLLE5rMneWXAaCJ9Gjj/JiDw/rBJWM/V3Gw6m8C2lNN4G4z8eesjHMpKJeq952j32csEv/MEj//5E8tvfpAQT2/AXsN0tigfg9Zeu+Lv709QRDgxTZqg12pJLsqn2GJi1akjHM1J55bWXSr59vWB7TzTaxjuuspF79M69sZks/Fivxv5/cQhBn47lyfX/UyxbEPUadmZlkT3L96kobcfL/a9kSjfAAotJhYdj2NPVjLNGwQzomlrAPQa++/NVoFhF8yAAxgU3YL4CpG1304cxCbL/J5wCOVcgfejPQZRaC7ncHY6Cw7uYMOZEwgGXY1fxtd7DVJt4KhPCggIIDg42BlpUhSF7OxsTp8+TVpa2mVnCNYG/6Qi7foI0sVRH0G6AqiqSkFBAVlZWWg0GoKDg10W6nVEV1zxK0E8r3akKjjGhbi7u19ytte1FHi8FIqKijCbzbWK3rkqglQdqKpKZmYmxcXFREZGXvDLzZUPc41Wyx8nD/Pp3s3ObQXmciYsnUfyrNf5av92kgpz6RTWiJZBIQxr0oofj+ytbEMQGRDVvFJaSaBqcUNFVZEUhYdX/8iWO5/g+ENzSC3Op4GbB6IgohVFe6u8VusUdJzepR8GrZabf5pPkcXktLPg4A76RDZl/7TZGHV6Egty7eknjYiq0WAVAVXALNlQVXta7+HVP7LkyF4aeftzdMaLHMhM4av927EpMgcyUwl09+T4jJd4Z/ufZJaVMKZ5O4Y3bY1O1NDnm3ecKt/7M1NYeTKekzNf5pO9G1l7+yzyTWVoRJHP923mqbXLnPPfuoZH8ceUmXT74g0MWi0ZpUUcykrl/WE3M+OPH5zXqUdENA916U+neX+rDAd7epN/bpRJAzdPlkyaxuHsNObHbUWv0XJfx1546A0cykynfUg4WKy1vCPqFteKlJ0/EqeipEBGRgayLLtEUuD8df8J3XOO9GV9BKlq1BOkGkKWZVJTU7FYLDRu3Ji0tLTrqvOsIi714q/puJDrjSDZbDZKS0sRRbHGKbW68Kc6NhypAI1GU6X0g8t/GSoSPx7de+F2ycaGpBN0j2hMUmEu3cIb8/7ODTzfdyTLjx/gtxMHAdCKIu8OmYi+wkw1AEWWuaN9D174q/KYgQGNW1BgLiO5KJ8NZ04woWVHGrh5YNTqKLNZ0YgiosGABoEBjVsA0C+qGTtTk5zkqCKWHt1Hy4BQhv/wIZ3DInlv6CQKzCaMWh1GUaTAXM6GMydoHRiKVZFZco7ctQuJIDE/h+f7jOLtwRPIN5UR4O5pT+HlZNAuJILeBje2pyQy/Y9FPN5jEM/0HMakn+Y5184sLWZh/G7uat+TnLISukc0ptRm5Zl1yysNx92bfpZlx/bz0YjJ/GfDr/gZ3Zn2+/d8O/YuzjzyGuuTjhPh7Ufb4Aiyy0o4mZ/tPHZ27xEsjN8NwOIJ97L0yD7u/f3vsQzz9m3ht1umoxFE8kzl+BiMaGSlWpHca0lWrvaa55/n5SQFANzc3GosKXD+uteqi82V61qtVruCfb0OUpWoJ0g1RHJyMgaDgYiICERRvG46z2piS5Ik0tPTsVqt1e62c3Xqrza2HF1qjjbh2pAjhz91TZAcPjdo0ICAgICLvrxcmXrUCCLBHt5V7hPs6UWxxT7vzCTZUFG545dvWDDmTrJKizmRl0WvRk1QVBU3UYulQjO6qKg83n0QOWUlfBG3FYssMbxJaz4fNZWv929nxz1P0z44AhCwIiMKIt4Gew9uLgAAIABJREFUI8UWM4qi4KHX0yIghPs79SG7tIT2IQ2r9DHIw4u0kkIKzeWsSzzGDV+9ScJDL7MzNZEbGsYQl5FCmJcPDX38OZKd7jwuNjCU1YlHeWrtz/SNbEarwDAUFF7uP5pHVv/IztTESuu8te1PUh59Ax+DWyWillpcwPCY1qw5fQSjVkdOeQmy+vd9+2DnvjzdcyhuOh3eBjf+uuMxVODG5m25cdHHtAoMo0t4FHnlpTzYpS/eeiM3NIzB22Dk4a4D6NkohkXxu9FrtNzQMIapy76s5JesKsze8Cs/T7qfmA9ms2rqTLpHRF/3kaSrieoQwYtJCpSVldVIUqCm69YFXL2u2Wx/BtRHkKpGPUGqISIjIyvdoHWhXVSXNUhlZWWkpqbi7e3tJHlXasuVflUH53eplZaWXv6gGtiuC6iqSk5ODvn5+ZdNA7r6gatD4Ikeg/lq/7ZK8786h0USGxDK2sRjAHy8+y/eHDSeZh89T4O3HuPu9j1pFRhCWnEBd7fvidViQa/XI0l/j+FQbRJz+t7IO0MmYJVljudmsjB+N3e078GCgztoGxxBqdXMHb98zZpTR/HQ63mwc1/+23cUGkFAUFTeHjye3PJSAj286BPZtFJRtU7UMLPrAF7fusq5rdhiZunRfQyNaUnY3KecBK91UBib7nyCfpHN2Hg2gbTiQvo0agrYa502nU3ggc590Gs0JFVRZ1ViNVNkMeFrdK9EkG5p3QUvgwEfoxvH8zLpeU4EEuDJG4Zwa9tujP3xU/ZnpuCu0zOjSz8e7zGY94ZOonVgOIuP7CG5KJ+new4h1NMHsyTx2+TpiIJAidWCyWZl/k23EbLBG0lRyC4rucC3hLwsQjx9sCkyT679mb/ueByDTnfZ1Pk/uQbp/DVrgtpICpy/7j+hzd/RAFAfQaoa9UXaNcT5X5a6mJ/mqpd1Rd8c5CIlJYXQ0FBCQ0Nr9EVztV81tWWz2Thz5gzl5eXExMTg6el5VQQna2NDkiTOnj1LaWmp0+e69qMiZFnG3+BG3LTZTGzZiU6hkTzTcxjrb3+M17euwirb02Y/xO9BURX23PccNzVvx6RWnZjWuS/Dm7bGqkhIGhGNToveaETS2n9tK4qCRlaQFJn88jI+37uZqW26MWHp54xq1haLJDF68SesPnUEFZVSq4W3t//JZ3s3Y5XPfV+sNsLcvTAIIiunPMTs3iPoGNqIMS3as/2ep0gqyOWX4wcqnZPJZuWX4wed5AjgcHY6z63/hU9GTkEjiCw7FkeX8Ej6RjazX1cEBjWORVFUBka3uOA6NW8QjLfBSMG5eiCjVsc7gycQ7uWLRlKI8QskyqcBoiAwpU1X3HV6nu45lNGLP2H/udEi5TYrb2//kz9OxvPn6aN0DG3IuttmsXTCNHo2bMK3B3fR9YvXCXj7cQ5kpnLXrwuI+L9nWJt4jOfPkcZWgRfqX/WNbOaUTIjPTsPLYHB5F5Or8L+Y1nNICvj5+REeHk5MTAzBwcFoNBoKCwtJTEwkOTmZ3NxcysvLKz1P/0kRpHqCVDXqI0g1RF12d7naniOV5WiBV1X1iut1rkV3nQOO9NT5Q1tdSZBcYaOiL+Xl5aSkpODj40NwcPA1eZgCCLJCpKcvn4+cAgiIgE5ReX3gWG5s1pazRfmMaNIaN62OIKMHC8feTZnNyqd7N3EqL5vXB41l2orvWX58P3qNlns69OT1gWPRGw0oksyO1CRe27KK53oNR1ZkWgeFE+blg1myXZDKAvj20E7u7dgLe6n33zUQeXl5PHXDYB4718Vl0Ojo8eWbKBWuqVYUmdKmG+OXfHaB3XWJx3hz0Fgyn3ibjWdOkF9ezh9TZ/LL8QPoRA0Nffy4+7dveW/YJOIykjmea2/F9zO6s3DcPaQVF3L6kVc5nZ9Ny8AwNp89ydPrlvHukIk01QYS6duA93au561B47i7fU+SCnM5U5hX5fktnXg/R7LT8TK4YTWbQZJ5sd8oSqxmFhzcQUJeFn0aNaWxbwPKbVbe3b6WBm4eLBhzJwO//T9nFCvU04d3hozn5XNjXbpHRFNoNuEuXJ4g/S9Ec67HNStKCgCVJAVyc3OxWCwYjUZsNhs2m+2qX2dXF2nXp9gujXqCVEtczwRJFO2idqdPn671RPhrkWK7nPBjXegp1dZGxeL38PBwvL2rrgGqKz+qgiRJ577odtsSCkgSN4RG0TOsMbIso0gyZh2UW218c3A77jo9rw8ay+3Lv+b3hEP24xQrH+7+Cy+D0V57o9VSaCpndIv2SKqCXqPl8R6Dic9Kp01weJW+aEXR3u0mV1aNLiwsJCgoCFlQifngP/x56yN8M/pOnlq3jPSSQiK8/Zg7ZCIeej0HqhgI29gvAJusoNdqGNGkNb8mHOLFTb/z8fBbMOp0dPviDY7kpONrdGPrXU+yPzMFiyTRv3Fz1pw+wvgfPyfMy4fGfgEsnTCNcC9ftqckEp+VRuvAUIyClmd6DSOztIhQL29nS//5cNfpic9Ks5/nuXtTkiTysrJ4feAYPhw+GVEAm6xgkSUyS4toFxxBE/8gSswm0h57k7WJx9BrNNzQMIa3tv3J4sN78DYYeW/oJNy1Omxmy2U/82sV4finpfUq1ieBnaCUl5eTlZVFQUEBubm5lQq+9Xp9nfrj6iJtB0Gqb/OvGvUEqZaoixSbK+wpikJ+fj4Wi4WoqKhaazRd7SLt6gg/Xk8pNvhbT8pisVzRqJmrPROuYuu+qtOw8UwC45d8jqwqBLp7cU+HXqxIiL/guG8P7uTZXsNRBYH+jZvz7o51bDqTwIDGzXmgc1+m/f4dK6fMZFB0LOvO1Tk5cF/H3ug0GhTpwkJjVVUx6nT0iIhmzI+f8sagcRyb8RKyqqATRFacjCchN5tZ3Qfy5rY1zuN0ooaX+t2Ip95AqdXMnG1reHfHWqJ9AzBqdSiqypEcexH31we28+ORvQxo3AJfgxsDo1tglWRubt2Zn47uI62kkDKblQbuHqy//VHmx21l8ZG93NqmK80DQohwtxNeWRToFt6YXWlJlc7hgU59+elYHFvOnmT7PU+jyrJTFiQgIACLbEJj0FNitTBm8SfsOBdlG9i4BQvH3Y2sKPSPao5Bo0VSZGZ07sus7gPQiRo8dQaky9QeXUv8G+qeHJICubm5hIaGotVqnZIChYWFdSIpUBGuPl+TyYRWq611o8s/FfUEqYaoah6bqyNItX1JWq1W56BWvV5fa3IEV7cG6WIptbryyVWyAxaLBTc3N6Kjo69JC3BtoNNomfHHImeXloqKgF1pWj7v2oiCAKjIikKbT+eQdk5J+udjcYyL7UCh2cT6pOP8NPF+Zq5azLJj+/Fzc+fhbgOY2qYrgiRT0aJWq3UOddYCv06ezuSfv+DhVYv5z/pfeH3gGO5s35P+Uc2xKRLP9xlJj4hovo/fha/RnQc79+VsYR6zN/zC831HUmwxMSSmJYvH30taSQFh3n4EuHuSW24v6i+3WVmRcIiOoY3ILS9l1anDzOjSj/s79eaVzX+govLV/m14G9zILC3ivo69aejjR05ZCQ3cPdCKGrQqrL71YR5bs5QVCfGEefnw5A1DCPH05psD2ym3WXHT6jibmobRaPz7/tJqSCzI5b1d653k6IaGMSwafy/v7VzHz8f24+/mwRM3DGFQdCzH8zL55uAO3HV6Hu46gIbefmg1mkoDhKvC9dJy/09cs+K61ZEUcBR7X6mkQEW4ukjbZDLVR48ugXqCVEs40liutFcbwlVUVER6ejqBgYF4enpy9uzZyx9UDVyNFFtNOr4cdq6HFFthYSHp6eloNBrCw6tOLV0NP64UoihikmxOogOQW15KekkRY2Pb89PROMCuFN3Q249pnXqjqnAsP7PSMQCf7d3MW4PHcdOiT5jdewTvDBnPV6NvR1IUrLKEVlGRzr3cRY0GQaflYGYKBdYygvRhWCUJb62eZZMeQCOKaAQBsyShqireBiMd573K/BtvI6e8hCmtu1Jus/LSphWsSDiERhB5vu9InuwxFH8PD/QaLeHefiw5spfn+4zkkdU/Ov3UCCJvDBzLp3s3seDgDr49uJOfJ93PkonTmPb79/SLbMat7brZhfQkCaskkVlWjEGrY8vZBEY2a4O7qGXu0Im8O2QC+aZyFsbv4sGVP1Bus9ImKByTZEUURQoKCgBISUkhqFEEwZ7erKwQmfvqptt5YOVClh3b79w2fsln/DZ5OpKi8P25uW5fxm3jz9seoUdEDFyGIF0L/FvSenDxc60LSYHqrHulMJvN9QXal0A9QaolXN3mf6UvfUVRyMjIoKysjKioKNzc3JxFhK5AXRdpX8kstWsdQVIUhczMTEpLSwkPDyc7O/vyB10G14IgKYqCm95IqKcPGaVFzu2PrlnCovH34q13I8q3AQ907oNVlvB388Aqyyw5vAeA//QeztM9h50ThLRgkmwcnfEiH+/ZyEubVjK9cx8aefsjyTKKIKA/14VlFlR6z3/NqartqTewcspM2geGIcoKOr0eRIGv92/joz0bebrXUHbd+wzFZjMPrlzI4QraRwCKKpNaXEBj3wC+3r+N29p2w6DT8/S65ay97RHW3PoIP8TvxqC1q1Q39Q9m1KKPAXvE7L8bf2fVrQ+jFzXc07En65OOE59lH4LbwN2TX44fZFb3AYxs1pb3d65nZpd+6DRadmUkMWLhh1jO1VUZNFo+HnELGgUCAwMJCQtDkSUEBMolGybJRqiX/Vp3DWtMgLsny49V7tYDeGv7n/xy84NkP/EOg759j0PZqTy7fjl/3joLvVZ7yR9m/5Yi7Ws18qM6kZzqSArodDpndOlikgI1XbcmMJlM9QTpEqgnSLVEXRRp1/RBYzabSUlJwWg0VhoX4sr0X11GkKqbUjsfrp7pVhM40pg6nY6YmJjL6tJU149rBYtkY+7QiUxd9qWzc2zT2QTSSwp5c/A4Egty6fHlm5wuyMFDZ+DpnkN5sudQ7u3YmzBvX348vJczRXlMbNmRRj7++BrceLnPKBAEDDq7kjaigEGrwyJJeOgNiKrCJyOm8Pxfv7El+SSlVgtTl31JwkNzkGSLneCj5fG1PwHwwIqFfL1/O6unPsyAxi0uIEgB7p7E+AVikWz8ceoIk1p3prC0hL5RTen2xRtMatWZYU1aISky8VnpJORmOaUOABILcglw82DeTbfS86u3nC38ADO79ufuDj25cdHH/HXHY/Z7RhBAkugSFsmZWa+z4OB2BODO9j0xiBoUQUXWiFhlia3JJ88NxQ1Ar6o8dcNQJv88n0mtOlFoNlVS53ag0FxOdlkJn+/bwtrbZxH27lOcys9Br9EgKlefjFQH//YI0qXgkBRwyAo4xnyUl5dTUFBARkYGBoOh0tDdimSoLgho/Ry2S6OeINUQV6PNv7ov24oz4UJCQvD19a0zEUtXEySH4GBNUmp15VNN7ZSUlJCamkpgYKBzsK90Lg1UW9Tlr3DHveGoT9HqdAgCKLKCQRTpG9mMo9NfZPHhvRh1Oqa26cr6pOPc1KwtQ79/n0KzXVSuzGbhhY2/0Tkskl6NYoj9+L8kF9nrLeZsWsGcfjcxs1t/9AjIgsDh7HTu/u1bgty9+GXygzy57me+O7gTWVUYH9uRnyZNY+LSeWw+e5LU4gLyTGX4GIzoNFosssTg6FjWJR5n7tCJ3Na2G556A3P63cTGMwkcyrJHHd20OuaNupXvDu2ikY8/z/YaRmJBLqtOHubjEbegEzUsPryHn47u4+4OPXmx3430+fqdStdnUHQLzJKNbw/urESOAD7c/RcPdxtAjF8gqcUFTGzZCVVVEEUNeo0WvUbLY90GoqgqiiQjCAIWVWX58f3cv2Khk4gNbNyCXydPZ3jTVqy59RGssoSfmzvNGwRzIi+r0prjYzuy6WwC7+9az90dbuDm1p2xyhIWWUJ/mUfOv6Ue6FrVWrniXCtKCjRo0OCikgLnF3y7uki7PoJ0cdQTpFriWnWxybJMWlraJceFVGw9r+2XytXyAw7hx9poM7mStNVUdqBRo0Z4eHi41Je6ermIoohNAL1Oh02W0YoioiCQUVaMp96IRhDRI9DAzQMvg577O/Xms32bGb7wA2IDQvHWG53kqCK+PrCdQA8vJzly4OXNK5nZrT+iVosgwIqEQ0xt05U72vXgufXL+SJuq3Nfx3DcOf1uot+CdzFqdbjr9MzduZ7Hewzi872bWTDmLuIykukT2ZSn1y1jyZG9fHXTHey+9xn2pieTUpzPoOhYVibEM3PVYrSiSObjb7Mu8Rh5pjImLJnHi/1G8fXoOwD7PLa88jJyyv9Wro7ybcDHI6ZwpjCfbSmnq7yOe9LO8sVNt5FSlI+PmxtGrQ5VEFh4eA8n87MZ06I9sQEhIMuIOh2qqvDgyh8qRanWJx3ni7it9I5sSu+GTVBQOJKTwdKJ93PzT/M5lpuBKAjc3Koz07v0pddXbwPwx8nDDG/SioGNY9GJGmTbpceNXCtNoqtNkBRFcdmg8JrC1ed6vqSALMuYTCZMJhPZ2dnOkomCggKXSQrUR5AujXqCVEtcixSbQ4TQy8vrkuNCHL82XPngcoUtq9VKYWEhAQEB14U2U3XsSJJESoo9qtCkSZMqB83W9Ty3msDxOYmiCDots/5YxML4XbzY90ZmdR9Iuc3KZ3s389PROHyMbjzRYzAjm7UhpSifEE8ftiaf4nB2Oo19A/AyVP0A9TIYkRSZCS07EpeRTGJBLh46A5Nbd6bYYsbD0werLBHs6c2Zwjz83Nz59lzBcUX8fCyOr0bfgYfOwMxu/dmecpoXN/5OmKcPk1t34dl1y/lg+M28s2MtzRoEcXLmK6QWF5BaXECLgGD2pJ2hy/zXnMKNVhm2pZxicEwsrYPCaffZHAZ++38YNFqi/QIY0bQNL/W7keRZr5/THNLSq1ETVp86TFJhHp1CI53ErSJiA0OYvnIRn42aSlz6WTqENuTHw/vQazS4aXXMWLmIfpFN+U+fkQgC7ExJxCxdGA1edeqIPRqkSNhkhRYBoczbt4Xd9z5DrqkUo1bH2cJ8Rv3wsXO4bZugcAZHxyIpMilJZ1AUBXd3dzw8PC76ovw31CDBP097yQGNRoOnp6czsm42m0lNTXU+Px1DZmsjKWAymepFIi+BeoJUQ1yNNv+L2VNVldzcXHJzc6stQuiwV9swtINsKYpyxaMOHCm1wsJCPDw8CA4OrrVPriJIl/oMy8rKSElJuWyN1PWQYistLXUSOXd3d/yDg3hv1zoWHNwBwH2depNTXsoz65ZVIgFTln3JgjF3oaoqrYPCWH7zg3y5fytbzp6iS1gULQJCnOrTYO8Ce6z7INx1eia36sInI6ZwMCuV1kHhbE85zcd7NtI1PIr+Uc359cRBVp86wn/6jERbxX2oEewRrQVj7qRDaEP6L5gLwML43Uxo2Ym5wyaCYJ8rl1laRMd5rzjJULfwxiy/+UGWHd9fSdk6wN2TTWdO0jY4nH3TZvP29rXc0a47rYPCOJydToG5HB+DG5vOJJBYmEun0IY8snoJA6Ka88nIKXyxfysJFVJed7brgZtWxw/xu+kWHsVt7bpjkiTSigtJKszlxmZtmdV9EPmmMmRVQS9oiPELrPIzivZrgLtOT1JBHn2/eYcbGsbw3di7SMjLokVgKCMXfsjGswnO/TuENGRA4+agqsgWK8HBwU7tnfT0dCdZqvii/Ld0lF2rqNW1urZardb53LyYpICj4Ls6UXlHGq8eVaOeINUSV0tJW5IkUlNTURSFmJgY9Hp9texdTf2iS8ERgVFVlaCgIKeCa21Q16NGVFUlLy+PnJwcIiIinFonNbHhCj+qA4evubm5hIWFodFoKC8vR6/X80P8bud+Bo0WEYGlR/ddYOPD3Rv4ZvSdtP1sDtvueopo30Amt+6CVhDZcteTPLZmKeuTjtPYtwGvDRhDsdVMu89eRlYVfAxunJn1Grct/5oV55S3wU5gVk55iM7zXsMqS9zToWclkUeAqW27kVVazMazCdz16wJKrOfmQ+l0SIqMrCr8cTKevpHNmPTT/EpEaFdaErM3/MLTPYeyJdk+7PbVAaNpERBCU/9gjFotnnoDc4dOYFH8HoZ8/74z5XVHux68NWgczT56AZMk4aU38GzvYczbt4Ud9zzN0qP7OJmXTf+o5vRsFMOnezeholJms2KTZdp8+pJzwOyCgzuY3LoLrw4Yg01R8EQgxNOHMS3aV5on520w8lzvEZglG8//9StFFhOrTh3mxY0reHnATaQVF/LbLTP4eM9G4jKS6dkwhns69kJRFCSrPRpVlfaOgzA5Wskd+3l4eFy12W31dU91v27Fc72YpEBpaSk5OTmVUnbu7u5V3gcmk8klOnn/VNQTpFqiLtr8z7d3pV1eDnvXupPtfP+LioquC/2iS9lx1HjZbLZqEdJrmWKr6KtDpFKWZXtrsSDgrvvbd6ssYZJslWacOVBsMeOmsytPv7NjLfd27EVSQS4dAsNxR+SDoZPQabVIikJcRjKDvn7HKSw5tEkrdqedqUSOwE5gfjtxiNcHjWVv+llmdR8IwBdxW5EUhVvbduO1gWP49fhBPtr9V6VjH+46gMzSIvzcPJi94Vd23PN0lWNGViTE89GIW+gREc3TPYfSKiiMvt+8S1xGMp56A28OGsf42I48tGpRpfNecHAHY1u057new1l6dB//6TMSg0bHE2t/Yu7OdUxt05VQLx+WHt3HJ3s2MrvPCADGtGjPW9vWOMmRA4sP7+G5XsP5ZM9Gnu8zAoOg4fuxd/PD4d2sSIgnyrcBT/ccirfeDZsiMXfoRCeB+k+fEXSe9xqJBbn8MeUhHuzcl0JzOfmmMrtApZuH/dpX0dqv0+nw8fHBx8fH2UqekZGByWQiKSkJnU5XKbJQVy/3fxNBut6kBaorKVBRf8lgMGAymQgMrDrSeT6WLl3K999/7/x/amoqo0eP5oUXXnBu++ijj/j555+d2Y1JkyYxderUWpz1tUU9Qaol6jKCpKoqWVlZFBYWXlGXl8Oeq7vPqouLdaldy/b86tgxmUykpKTg6el5yRqvuvClprBYLCQnJ+Pu7u70teJLVFRVHuk2gGkr7A+2BQd38kDn3rQPaXgB2ZjQsiN/nTkB2IUifQxudAiJQJZlrKpib1232lA0Aq9tXYVN+VussLFvgws6vxzYn5nMne16cKYonxkrf2BsbEfOzHoNjSDyx8nDfL1/O/d07MWdZ06wMiGeEE9vZvceTpfwKA5mprA28ThlFiu+RnfcdXrKzytQDvPyQZJlfps8HaNOT+tPXuJskT3KVGq1cCgrDXedvkpSuPz4Ad4bOonM0mIivH1JKbaLOpZYzOg1WoZEt2Rciw4cykrF382DYU1aEeThxbEK6caKOJGXSXJRPkatHuu5MQ63tu7GuBYdMGi0CILAxjMJvLltDTnlJYxu3o7vxt7N8uP7OV2Qw7ROvfE2uhE29ynneQrY04+jW7RDc5nnjaOVXK/X4+XlhaenpzMNk5eXd0FnlNFodGl94tXGv4kg1WTdy0kKTJ8+HZPJRFBQEGAnOxEREZe0OXHiRCZOnAjAyZMnmTFjBg899FClfQ4fPszcuXPp0KHDFZzh9Yf/rXkI1wEu1ubvakFGq9VKYmIiZrOZJk2aXHEY1NXdZ9U9T0mSOHPmDKWlpcTExFTy/1oLPF7KTkFBAWfOnCEoKIiwsLCrGkqv6fkUFRWRmJhIgwYNCA8Pr1ozRVa4pXUXPhs5hRYBIby3cz3FZjO/3zKDDiENAXsN0JQ2XXmk2wDe2b4WgLEt2tPYrwE2ReGzuK383+4NHC/MQWc0YNTqiPJtUMmXU/k5dAmLrNLPXo2a0CoonC5hkXw/7h76NGpKv2/m4v7aTCYs/ZzYgBDKCgp5b+hEzs56jb/ueBw3nZ6WH79IvrmcIA8v/rz9YUosZh7q2v8C+0/eMIQ1p49i0OlILMhxkiMH8kylhHv7VelbpI8/NkVmyrIvmLB0HmFevrQJCmPjnY/TKjCUe3//liHfv8/21EQivP1YPP5ezhTm0T+q+QW2tKJIj4hoEgtyEQQQ9Dr+SjnFrcu/4pHVS1BUlY1nEhi16CO2Jp/ihoYxjI/tiKKqjGrWlqltuvFApz78Z8OvlUigisqTa39GK2oQqpkuc7xMBUHA3d2dgIAAGjVqRHR0NH5+fsiyTFZWFqdPnyY9PZ3CwkKsVut124l5MdQTpOrBISnQoEEDGjZsyLx585g2bRpWq5V9+/YxcOBABg4cyOzZs9m2bdtl7b344os8+uij+Pv7V9p++PBhPv/8c2688UbmzJmDxXL5wcrXM+ojSLWEqzvFHJo6p0+frqSzUxt7V1sL6XIpweuRIDkGzZpMJho3blzjwkVXSipczoYjslhUVETUOdX0S9qySUxp2YWpbbohCiI2yYZe1LD5ricps1owanWcyMvixkUfk5CXxR3tunNfx17IqkrXL17n+T4jGd+yA4sP72Vd4jHuan8Dbwwcy9Ij+yiymAD47cRBPh5xCxNadnSOJgHoE9mU4U1a0+bTlziZn42PwY3XBo5h7W2zaPz+c/RsFEOvyKYUFxWRVlKEm1bHfzf+zneHdgLw2uZV7Lz3abLLSvm/Hev4b99RRPsFsPjwHjx0Bu7v1IdgTy+Gff8BuU/NxVbFCI6VCfF8PupWOodFsjf979E7Ddw8mNG1PysS4p3Rr19PHOTPW2exJfkUU5Z96dz3rW1rSMjL4pX+o5m67Et23fsMPx+Lc85TExB4feBYDmen0y+qKbllpXjqDdzQKIaejZqw/Nh+JFXh/3auA+CjEZPpHBbJcxt+4UBmCl3ConhnyAQaevs5tZ0qIqusmFKrBU9t7WZ5nd8ZJUmSs37p/EJfd3f3GrXQ/1vIiqvVrK/FuqGhoUz4cTrmAAAgAElEQVSaNInly5czY8YM+vbty86dO9mxYwffffcdPXv2vOix27dvx2w2M3z48Erby8rKiI2N5cknnyQyMpJnnnmGTz75hEcffdQlPl8L1BOkK8D5L2ZXdYopikJ2djayLBMdHe2S9ktXR5AuZatiSi08PPyiRc3XG0GSZZmSkhK8vLyIjo6+oqLWq1WkXVFuICYmplovMFVV7bO7FAVZVREBSbZ/jh6CCAi0CQpjweg78XVzp8hs4udjceSZyhgX24EIL182JJ2gT2RTCkzlvLRxBVPaduXUw6/w4sbfSS7KZ1iTVmhFkQ+HT2Zaxz7sSD1N+5CGDIqOZfSiT5zt6kUWEzP+WETvRk059OALuGl1yLJCuQgL4naQWVrEG4PGMrxJK9acPkq0XwDlNismycrapGO8PGA0+eVlvNx/NFZZ4udj+/l6/zbcdXokRaZFQAidQiPZl/E3ETJJNk7l5fDnrY/w8Z5NbD6bQIuAEJ7pNQybIvPEOaVugGYN7IT+g90bLriOvx4/yIfDJyMrCjf/NJ8VUx4iIS+LE7lZ9I1qSnZZCTtSEnm8xxAGf/cey29+gHt//46kglzmDp2IgEC+qYy2wRHc1LwdsR//l1Kr/Rf2qlOH2ZGayJlHXuOm5u34+sD2Sms39PbDQ6dHruZ3ubrEQavV4u3tXWWhb3Z2NlqtthJhutQz7t9CkP4XI0gXg6PNv2nTpjRt2pTbbrvtsscsXryYu+6664LtHh4ezJ8/3/n/u+++m+eee66eIP3b4YpCaMe4EIPB4AyLu8q3qxFBqtildjnhR1cVjrvi3IqLi8nOzkav1xMREeGSaF1d2XDoX/n6+tasWF+jQXeuI0wjiMiS5Bx2qqoq2GzYFJFfTxxkftxWThfk8P3YuzmRm8XLA0ajFUU8DUY+2v0X5TYrt7frQbCHN24aLV3DoxjWpBV708/S5tM55JvKeKHvSB7tPogTeVl8FbeNdUnHLnDp+/hdzO41gg92r+ehrv3Zl5FMsIe3vVapMI9D2WkMio5lTPN2yKrKsZwM+kQ2ZU/6GcolK72/fruSvWd7D8cm2UUwN97xGAsP7+LlTX/g5+bO0z2HgaAy6oeP+GzUrTzQuQ8aBNx0OtacOkq/qGZoBJG72t+Av5sHgiBQZDZd4LOKilmy8Ui3Afi7ebDgwA7yTKVMaNkJX6O7PXolQPcv3yC5KJ/5cVuZ2LITM1ctZtLS+aQ99gaTWnXCKst8d2inkxw5UGi2D7x9pf9ofjl+gIJz4pwO4imrCjoVXDcauzKqKvS91CgMNze3Svfgv4WsXMsibVeva7FYaqSkbbVa2bNnD2+88cYFf0tPT2f79u1MmDABsF+nayXi6Sr8b3t/naA2UZqK40KCg4Px8fHh+PHj14Vv5+NihKSmXXbXQ5G2qqpkZmZSXFxMYGAg5eXlLnn41EWhasV7pLr6V85jtRr+TDrGrNVLSCsppIl/EJ+Pmkqn4IaI8t/3hVYQCfb05nRBDgDdI6JpHRSGyWbjQGYKY378xFnk/OORvbwxaCwzuvRn+bED/HKi8qDVLmFRrDp1mDKbFa8qFN4B/IzupBTn82j3Qby9bQ3v7drA7e26cyo/h9jAECa27ESX+a+R9PCrlNmsnC3K57lew3ltyypeGTCaEU1a8+6OdSTkZfFA5z7c2rYbeeYyvtq/DVlVuLdDL6a07oaKiqKqnMzLYs1tj5BaXIgGyDhzlujoaPo1bs7Qpq0QgH0ZyUz48TM23fUkE1p2JD47rZLPsQGhhHn6YNBqWXEyntiAUB7tPgiDRsuQ7993ptscKLGaMZ5LiamofH1gO490G8i6xOPszThT5XUpsVo4WZBNwsyX+f3EQYotZia16oy7To+oCkhVCE9W+bm74CXuqFupOArDUfCdk5ODzWarJFRYX6Rd9+u6OrVXU6HIEydOEBUVVeUxRqORt99+m27duhEREcHChQsZPHiwK9296qgnSFeAqlJsV9qenZ6ejtlsdta9OOpYXFnTVFcptuqm1Kry6VoSJJvNRkpKCqIoEhMTQ3l5OWVlZS7xxxU2Kp6Toiikp6djMpkuOlLmYtBoNKSXlzJp6XznMNRT+dmMWPgh6Y+/hbbC56nIMpNadub9XRs4kJlCuLcvNlkmu6yElzevvKAD7PUtq3mk20Dm33grsYGh/HriAIHuXjzaYyBdwxvT+P3nCPTwIm7abJ5at6xSS7y3wch9HXvx+J9LGd6kDbEBoZx++BW2pZxm49kTlFrN3NS8HXlPzUUvapm7YTkv9x+NrCg81XMoH+7+C60o8tmoqehEDRZJIi4jmaHff+DUOHpj62qWTJhGm+Bw3LV6WgSEYrLZmLV6CYvG3U1UkxhKJRvFFhM7UhKZH7eF3pFNWTF1Ji9vXsHL/UdzMj+bRfF7kFWF1kFh/Dp5OvPjtjJrzRLnuXy5fyuHHniBYsuFul6TWnZmXtwW5/9LrBbSigsYFN2CNkFhvLp5VaUhtRpBZEJsR6Ys+4LsshKOzXgJEQFJkRFkpdrkCOrmJS6KIh4eHs4RO7IsO+uXCgsLAcjMzMTDw8MpWFnX+DcRpLqIINV0FltKSgohISGVtt133308/PDDtGnThjlz5vDggw9is9no2LFjlam4/yXUEyQX4EqiNBXHhcTExDh/GTjGQ9RGsfp83+oixVaTlNql7LjCn5o8sBzRLn9/fwIDAysV2bvKn9rCYcNqtZKcnIzBYKh0j1QXigBf7N96waR4iyyx5Mhe7mzdrZKkBJLE9rufYtmx/ehEDVpRxM/NncRzUaWKKLKYKLdZyTeV8WCXPkzv3IfMshJO5+dwMi+LQrOJAnM5W5NPcnT6i3y+bzPz9m2lbXA4bw4aR1JhHgsO7sTX6M4rA0Yz9sfPWJf4dyque0Q0q6c+jKIqPNdrOJKisDX5FOOXfOaUF3jhr9/YeOfjtAwIZdbqJZVmnkmKwlPrlrHt7qcwaLQsjN8NqDzTayiyCkdzM3nhr984W5THoOhYFk+4j+krF7H61BF8jO78cvwAHw2fzMcjbqHMasXbYCSlKL8SOQI4U5jHF3Fb+W3ydKYu+5LBMS2J8m1AlG8AAe6e/HyuYF0nari9bXc89AYUVcWo0/H9uLt5dM0SsstKCPPyZe6QiRzLzWB32hka+wagqCoWyYYoXVh4fj2gomClqqqcPHkSDw+PSoKVlxMqrC3+TUraqqq69BpKkoQsyzUiSCNGjGDEiBGVtlWsOxo6dChDhw51mY/XGvUEyQWoCUGqqM4cFhaGj4/PBfvUdqRHVbZcAYet2ghXOuzUpQJ2VbiYJlNN7VzOH1e1SZeUlJCamkpQUBD+/v41FgcFe2eV8SJdT1Vtl2UZQVEY17QtFskGgsCxnAwGRsey5LzZZLEBoRg0WvzdPbHJMn5ubhzPzaJXoxh7SmzWaxi1Ojz1Rs4W5TGtUx+md+mPJEt8F7+Lx9YsBewT63ennalEjgB2piby64kDDIlpiYiAIMATa3+qpL1kkmw89Mdidt/3LIeyKqfDwB4t89QbWHf6GFPbdOVoTgaxgSEkFuRyw5dvOm0dzclge8ppfr9lBrct/5rfJk/HKkvIqsqe1CRSSwoZHtOKrRcZYnskJ517OvZk3e2P8t2hnexJP4OPwUj7kAh6NoyhxGrh1QGjEQWBozkZjF78CaIg8vaQ8SQ98iplVisaUeTbgzt5dv1ydKKGD4bfjFWWMCBcUc3R1SYOjvXOF6wsKyujqKiIzMxM9Hq9ywUr/81K2rWFyWSvs6ufxXZx1BMkF6C6BMkxLkSW5UuqM7sy6uPqCFJxcTFms7lGKbWq7Li6LupSD47zx7ScH+1yZSG7K+zk5ORQVFREo0aNnOmMK4KicH+n3ryxdTWWCtEVX6M742M7ItkufPWqqookSQiygKqzCxu+MXAscRnJnDrXieZndOe7sXex+tRhXt2yig6hjXi5/010jYhi69lTjFz0Efvuew6zLDFhyedklBYhCgK3tO7K56Omsih+D2CfMdYlPMrZ+n4+HLPdYgNCEASBAlM5rw8cy9gW7dGKGtacPsL/7VhPqdVM1/AodqUlVTq+dVAYBaYyvI1GdBoNbYPCOJiVxry4LZWIFsDe9LMkF+bz4/h7EQQBrahh2HfvsTM1kUB3L25s2oZejWKq9HNk0zYoqkrX+a9y4tz8ts/2bmZYk1asnDqT7LISDmWm0MjHn77fvIvpXKps+sofeGbdMo5Pn4NOY4/Yzel/E1PbdMVTZ0ArCEi26qfVridUFCr09/dHVdULBCsr1i85mlNqin9bis2VxMwx7ql+FtvFUU+QrgAXE4u8FBxRF19fX4KDgy/5BXN1YbUrbEmSRGlpKUCNU2rno67SflXBkcr09vYmJCSkyut+LSJaVUGWZRRFoby8vNbXGOwPVA+Nno13PM6jfy4lPiuNbhGN+Wj4ZJDlSues0WqRRQEvg5ESixmbJDF/7yamdepNmdXCvmnPsTf9LJKi0KtRE749uIPpKxehorI/M4WVCfGcnPkyPRvF0Ng3gNjAUF7evJL3h91MidXMosN7WBi/i27hUSwcdw87UxMZ2awNq08doU+jplX63zWsMd56IyBgstnYc9+zrDwZz+Sfv8As2Zjaphvb73kKAfh05BT6fPOOszPMqNXxf0MnsejwXmZ06YvJZiWtpIgmDYLIM11YbzaiSWtiA0PZn5GMr5s7iqo6B+s+0LkPv5w4SOewSJ7tNYzXt652Hndjs7YMjI7ly/1bneTIgdWnjnD0/9k778Aoyq6L/7Zveu+90DsBJPRepSOICgoqiIq9+1pA/UTsDWyoFMFKkSIgvffQS0ghvfdk+8x8f4RdExJKwkJ4X3P+guzM8zwzuzNz5t5zz83LormXLz0DIzFYzCwe8wDHszN4a+c6ykwGSo0G+iz+kLjp/2Fq+26V5EwmRzCbb4gcNVQE6UqwVuZaoxWCINgIU3Z2NhaLpUbD3etZ/7+JINl7Xp2uskqyMYJ0ZTQSJDvgaoRGkiRyc3MpKiq67qiLvYXVQi3meXWBtZu9SqXC2dn5hh/ct8J6QJIkCgsLyc3NvWIq097ruZFx9Ho9qampyGQygoOD7SZwlQkCbb0D2HDvLBxVGipMxsq0TZV2JJJCwYn8LB77azlxWWl0CAhh+/3PsiHhFFPadWXR8X30DW+Gt4MzPk7OrD53jJnrllWbJ6eilEXH9/FQh+7seOBZTIJAa98g/jh7FB8nFz4dMoED6RdZcmIfE1t3Zkzz9mSW5dE/wg2F3IexLTqw4mycbbyBkS0YENkCB6WK5KI8Sox6DmVe5MkN/2iAXtu2mtyKUt7ofSdRnj6kPT2Xn08dwiQIjG/ZkfiCHO5q2ZHEwjyCXD1os2A27w8cx6TWnfnz/HHbOPe3i+XrO+/FJAiczMtkS1JlQ97Fo6fyy+nDdAuJYvaOtexKvcBnQ+7mgfbd2JV6gRbeAYS5eWEWLJzOzaz1/B/NSqGNTyBmlYRMBgaLhb4RzZjZuTdPbfiFhXF7iPLwwSCYGbV8PhvuewKL2XTD1+ytRl0f3lczrCwoKKhGqK5mWPlvIkj21j5ZI0h10SD929BIkOyAKxEak8lEeno6MpmsThGBhuyfVhWXV6np9Xq7RlrsVYp8+fFZqwONRuN1VX41NEEqLi4mKyuLgIAAcnJyrr1DHSFYLMgBg1mHguo+OnK5HL0k0HfxRxgupX6OZqVSbNAzqll7lp44wKtbV9u23zftRZKK8mudJ6u8BAlw1TjwxvY1fHpgi+2zhUd3s3Pq84xq1h6d2YibRkuYeyIa5XIghCVjnuS52IFsuxhPTEAosSGRWAQRQRLZlHSGSa27VHO2tuLbo7t5f+A4TuVm0szbn7EtOmASBGTIKDcZeXjNEhaOuh+duTKy9O7uDZx9bDazuvRlweEdOKrUfDlsEkbBwr0rvq/WbPeHY3s5PP0VCvUVOKrUzIjpxUNrFpNVVkJLnwB+P3OUvxPP8vWI++gb3oyFcTVbNHQNjkRnMbHj4gXuXbnQ1kKkc2A4myY/yYmcDN7scyc55aV8MmQCkiQh2oEc3W4RpGuhNsPKiooKysrKrmhYab3WGkKk3RD+PvbWPjVqkK6NRoJUD1xPiq20tJSMjAy8vb3x9vau00XcUP3TqqI23Y7BYLil2qG6jGOF1XDTwcHB1tm+rmPcCOoyjiiKZGdnU15ebrN5yM3NvaH5ZTIZSmWldki4LI1WGxQKBT8e3WMjR1b8cfYoscERrL1wstrfV58/xrSOPfjPttVcjrtbdUYll6Mzm/jy0LZqn+ktZubu3sDnQyeSrysn0MUdteLPS5+m4ah6idiQ7twR1JNiozuzt6/l+2N72TL5aVp4B+CgUtVq3miwmNFbzAxe+ikVZhOfDplAl6AIOnz9NgCPd+mLWq5AIa/8nRXqK+j1wwccfPgl3u43Cr3ZTKnRQLFBV40cARQZdHx2YBtjW7RnZqdexAZH0vf8cSyiWM3z6JUtK0l+8v/od6w5W5P/8TB7tHMfAl3cUcjlPLRmcbX+aocyLzJ39wbW3fM4aoUSlVyBKIko5HLUTk7oTEYUUiW5/W+APT2QqhpW1tZoNSsrC61Wa4t8NAQZ/F8QaRsMBuRy+S2xY/hvRSNBsgOqprGsD72ysjLCwsLqxc5vZXuQ2mBNqV2ul5LL5ZjtJBq1Rn5u9EZTlQBaIzH+/v54eNTenPRKa7nVGiSz2UxqaipKpZKoqChbxeKNrMUkiRgFgeUnD6JRKpnYqjMyUUJ2tYiEjFq73L+3pzLS4qZx4O2d621/n7fnb57tNohPB0/gpS0r0VvMaJUqZvcZQbi7F6VGI2mlRVhq+c0lFOaiVigJcHHHLBhRK6pqgSzADuTyU0jSc3y0fzMyZPg5udDcx5/DmRcZ3zKGb6v4CgH0j2hOakmhTVf0yNplpD8zl/cHjqONbxB3BEcgl8kwViEapUY9GoUSBBFHByeyyktIKKxpZQCQVJSHi1pLUy8/LKKAh9aJPF1ZtW0soohCJmfNpMc4kJ7MqdwM+oQ3RSlXUGrQU6CvqFX3tCnxDC/1GFIpjBcFkovzGfPLVyQX59M1OJKFIyYT4uxucz2vCxoiDXSz5ruSYaVVE5mYmFhN8K1Wq2/qsf+viLStHkgNcSz/Lbj1NPh/EFYSYjQaSUpKwmKxEB0dXe/Q5a3Q6NQGq14qLS2NoKCgGqJme67Lnm7aVjPF3NxcwsPD60SOrLiVKbaKigoSExNxcXEhNDTULnYOAnAoK4Wgj17kiQ2/MGPtT4R8/BIpZUUolP+QL5VKhVartb01ChaB+9vFolZUf1cq1OuQAQEu7nw9/F7ctZW/ZXcHB/LLy5jYujO5z3/AsUdeI/e5D5jYqhPfHt2FRqmkqZcfng41q+/6RzZnY+JpFh3bh1apAWrT40VwoTAbjULJ4ekv20TjXYIimDdwLCOatkVG5W+yW0gU34+6n9k71tr2lpBYG3+CRzr1pktQBDqTkXKTkVLjP9Gnd/qNQhAEjIgYBTOuGi09QqNRyWt+D4OjWmISLDgoVeSUl/J8t5rOwE937U+RvoL8ijLO5WcztX03Pt6/hdYLZnM6L4tQN08Uspq32ggPb0oNeh77azmzd6zFy9GZH0c/AFTaHPT88QPkSkW9q7tuJW4labAaVnp5eaFQKAgPD8fV1RWTyURmZiZJSUlkZWVRUlJitxe6qvhfEWnr9frGCrZroDGCZAfIZDIMBgNJSUn4+fnh4eFxQz/khqhiu1YpvHWshiBuV4MkSWRkZNjMFOvbaPZWECSrB1Z+fv4VBfv1Xotcxoy1P1UzSywzGZj118+snjgTpUKBQqUksSgfvcVMmJsnWrUKlUyOgyBjw71P8Nj65ZzNz6KFdwDzh92NUq5g6E+f8VDHHiQ98TbZ5aWEuXshSRLtv34bd40DXYLDOZKZwoGMizipNDzWuS9Gi5nFox9g/G/f2FJ37fyCeb7bIO5c9iUDIptTpK/ATXs3KsVCwPr7dMUsjOV07lnSn55LudnEK1tXkVlWwvAmrbm7dWcWj6l05jULAqIk8dTGX6uJuwFC3DzRmYxoVSp8nFzJ15Xj7+zKQx17ML5Fe3qFNcNosSAhkVRSSIS7N4Io8NWd9/LI2p9sFgCDoloypV0sMd+8w8s9h9InrCkzO/fGx8mFrw7vRJQkprbvxpgWHdCZjUiSxAPtYzmSlcrktl3pFhLFqnPH6BEaxYMdu/PNkX+iXxqFkjd7j+DlratYdvIgAF8f2UXcjFeZHtOTb47solBfwZbkcwwMbVpNVH+9+G/SIN3InEql0mZYCZXaT6s7fl5eHgqFwq6Glf8rESSDwdBIkK6BRoJUD1S9OARBoLi4GIPBQGRkpF1+cLdag3SllNrNXJc9SElZWRlGoxFPT08CAgLqfdOy583uSsckCAIZGRmYTCYiIyOv6IFV3/MiSZLNp6gqDmYk46TWoLeY0ZmMrLtwkuTifPpHNKdfRHOKTDq8HJzoHBDKoYdfRqVQYBYE5BIkFOWzKzWBXakJuGsdeS52IE29/BjVvB15FWUkFOZyOCvFNleF2YhFFJAkkZ5hTch57n3Wxp/E18mF9v4hPLpuGUeyUlg85gEEEUxCMyTeBY6glLsgSm3Zl5ZMhIc3JSYD7Ra8RcUlcfXKc3HsTLnA58PuxlmtpcSgwyKK/J14ptrxtvAOoE9YM/44c5RXtq4krbSInqFN+PrOe/lo0F0o5HJ+PnWIuOw0YgJCGd60Le/sXMervYYxpnkHxrbowJ7URELdPPFydOJQxkXuadOFUFdPnNUaMktLGN+yIzEBYYiSyJr4k7T7ag6SBPGz5mCwWFh97hhHslLpHBTOewPH4qhU8fGgu+gd1pTfzxzF18mFF7oP4lBGis0Tynr+Xt++hpe6D7GRqfr+MhtCl3OrcaVjvLzhrtFoRKfT2Qwrqzbc1Wq1dXeob0AnbXtrkBor2K6ORoJ0A9Dr9aSlpaFWq3FwcLAbG7d3mf/VLAjy8/MpKCi4LguC2yWCVNU6QavV4urqekM3jputQTIajaSmpuLo6HjdwvG6QiGT0z0kiiHRrYny8CapOJ+FR/fg5+yK3mJCZzbT6dv/I720CKg0MpzctitfDLubXj+8zy93TSfIwQWjsVJILFcqMQr/pCeKDTrctA7sSr3AgMjmbLjvCVr5BGIWBVacjePtnesJcfNAkESKDHoGLvmEI9NfJcTVg6+O7LS1L/li2CSCXT2YsvIHVp8/zh1B4SweMw2DxcyQpa+TVV7CgYdeYvb2tTZyZMWSEwd4o88Iev3wAU08ffl+1P0cnv4K7+7ewOncTLqFRPFyj6GUGCqYvOp72367Ui/Qf/HHJD35Dm9s+5Mp7bpyb9s7ALhQkMMbfUYw/9B2FsbtoYmXL4/E9CbE1QODxcz2lHge6tgDLwcnHli9iIUjJvPLqcM8tGZJje/gp5MHqTAZ+WDf3wBsu3ie388c4eTMNyjQlTM0uhVDo1shk8ko1Fcw6Y/varSBuVCQi6um8j7i5eBE/8gWCEZTjbluR9yO5fYymQytVotWq8XT0xNRFG2C7/z8/HoZVv6viLTr2oft34hGglQPWIlFXl4eAQEBKJXKG64+qopbYaR4PSm12sZqaANLaw84gOjoaNLT0+3S3uNmpdhKSkrIzMzEz88PT0/Pm7cWSWT9vU/w3dHdrIk/QceAUA4+/DKFugoESeLTA1ts5MiKJSf280bvO+kd3own/vqFZWOnYU0+lJWV0dInkDA3L1JKCgBILSmkX0Rz5DI5S08cYPmpQ2iVKmbE9GTfgy8ClX3x1iec5OClaFQ7vxC+GzGZd/qNxtfJBbMgYLIIfDBwPIIo8Wjn3mgUSp7a8CtZ5SUAOKrUJBfXtBKQkEguysfHyYXfzx6lQF/Bn5Me5f/6jcYiijio1Kjkcmb99XONfbPKSziQnsybfUZwJCuVt3euJ8rDh1HN2zFnxzrm7d0IwPmCHNbGn2R2nxG09Ang6a4DcFCpOJaVRhufyiildZ1WRHn48FDHHnQNisBgMRPl4UPipf51SUX5/Hr6MJNad8EsCry4eQV/nDnK2cfexFWjpcRYvTKvf0Rzzhfk0D0kim9HTEYwW6CeEcV/S4qtLqjaHw7qZ1jZUMd6M1JsjQTp6mgkSPWAXq+npKTE1i5Ep9PZNcRsz2qx2iJI15tSq22shhRpW9ddtQecPcjNzSBIkiSRk5NDSUlJnasZ65Vik8no9f08juekA7D81CEWHd/H/gdfwmAxczovq9b9zhdkI0kS+9OT0KrUmC2V5nEWiwWTycTmyU8xacV3HM5MYcXZOF7pMZRH1y+z6WYA3ti+Bo1SxfSOPVHLlUxuG0taaSF70xKJCQinqZcvB9KTeWXLStr5hzB/+CT8nV35fNhEBFHCUaWm6k9wb1oSg6Nasjs1odpaXdRaOgaE2EwZt108z6bEMwyJaoUgSTir91FsaI1MBj6OLjzauTeDo1phEQVWnjuGQiZj2cmDtuiPSq5gQqtOLDi8o8Z5+eLgdpKefJutyefpHdaUYDcPnujaH4AJLWM4m5+NQibHQani7X6j+P7YXt7bs5FOgWHse/BFZv31M79c6l+XVlKEQiZja+oF5h/aDsCKc3EsGH4PD6xeZNONtfcP4ZWeQ3HRaOkWHInyv6zM/7+BIF2Oyw0rzWbzNQ0rG0qDBPaN0jVqkK6NRoJUDzg5OREZGVmt/N1ekRW4eamsuqbUbtW6rgWruDkvL4/g4OBq67YXQbLOc6M3IGsvM2uUKyoqqk6mcvWZXy6Xsz7hlI0cWXEqN5PfzhxhYGRLeoc1qeYeDSCXyYgJCOOVLato7RuE2WIBhQKLJOLg5ERRbh4BQYFsmfI0SKBSKJCgRuNagAWHdjCzUy8sksjzf//B1+oLFKsAACAASURBVEd22j4b3bw9S8dM4+E1S1h5Lo4TOekcnv4KrefPocJs5P0B43j6jv5sTjqHSbDw8f7N7J32AhsSTrPnUoNYjULJguH38Of5E9UiOJIkcTo3g8NZqTwcE4CHw0Ge6TqAd/qNZlvyOV7duhKVQskjnXrR3j+EN7b/U/GmkMuRyaiRyoNKKwCtUkWRvgIXtQYHhZISkwGFUk6wmyeTWnfBJFgYEt2KO757l1OXSNtvZ46w+Ph+dk19jq3J58nTlTGuZUf0FjO/nT5iG3/W+p/5cfQDpD71LjtTLxDi6kE7v2BEUaCivBwZlZWJ9cW/WYN0I1CpVDUa7up0OpthpUqlwmw2YzAYUKvVtyzVZu/oETSm2K4HjQSpnqh6YdqbIN0MH6SqKbWriYRv1bqul9hYxc1ms7nWBr/2jv7cqJbJaDSSnZ2Nm5tbnaJzVVGf4zl2GTmyIr4glwh3b6bH9GLZyUMcqSKqntN3JElFeZwvyOHUzNeRZDD/6A6O52TQN7wp97a5g10pF/B2ciHUzZMdKfH0jWiGINZcn0mwoFEoOZ6TUY0cAaw6d4ydKRf4bsR9bE4+z5R2XTELAmvveYys8hKGRLUGIP/5D1l64gDPbvqNzw9sY+N9T3KhMJfMshJ6hEbx14XTTF+71Dauu9aRIdGtUMgEyswmRNEF5OVEefoAMkY2a8/IZu349uhu7v79O7658z5W3v0IuRVlTF29iFKjAZ3ZxIimbVl9GXm8q1UM25PjubNpW3QWM4IoEpedSqSHD71++ICs8hIe79KXcpPRRo6sOJ2Xyerzx7mvbRdcNQ4Eu7oTl5VKsOs/9hN6i5mJv39LUy8/Vkx4hGhPHyxGk12ur4YgK3B7apBuBDLZPw13qxpWZmRkUFJSQl5eHlqttprg+2at52YcayNBujYaCZIdcDsTJKvWJyEhoc4ptdrGupURJKsI3tnZmeDg4FrfoBq6TYgV1rfN8vJygoODcXV1rfc66oPhTVozp4ofkBW9w5rgotagkmDX1OfYl55EfEEOg6NaISGx4mwcKU++i4NKRbuv3rJpf34+dYhFx/ez/p5ZfHJgC3N2rEWUJI5Mf5WhTVqx/sKpavNMbtsVUZLYfvF8revbkHia//Qchp+zG+/sWk9KcSGDo1ryWu/hPLvpN344tpdQN08WDL+HrGfn4aTWIEkSUR4+tPQOwCiYUSsl/J1dSSrKp0tQON+NmIhCfgiN4g66BkViFiQMlpHsSkvg8fXLuVhcQKSHN18Ou4dt9z/DtNWL6B/ZnO0X4/nz7kdJKy3ih2N7mT/8HspNRrYkn0OGjCHRrfhg4HhO5WYgShLxBTn0XfQhW6Y8w+Prf7ZFsPydXblQWHtrmAuFubzVdxRHslJZG3+S3IpSZnbqzecHt1Fs0Nm20ypVRHh4I5otdr2HwL+nzP9WwWpYKZPJCAoKqmzTc0m/lJubi9lsvmmGlTejcs5aAdyIK6ORINUD19Nq5EbHt9ebZH5+5QMvMDCw3g/tquu6VT3iioqKyM7OJiAgAHd395u+phsZx2pUaTKZ8Pb2vqHzXJ91iKJIK59ApnfsyTdVnKbvbxdLW79g3DRaTJcqoWL9w+gWEA6AWRKZ2aEHMpmchcf21hBGq+QK8nXlvLl9je1v/9m6moUjpzBj7VLWXTiJSq5gcruuvNRjCAmFubTyCax1je39gjEKFgYs+djmsn02P4u96YmsmvgoS08cILWkkFE/zydh1tsMXPIpCYW5PBM7gKe6DsBF48Cw6EKGRr+MUq7FYCnCQbkFhXwbkhSLTCaikivI1ekZ/fN82xxJRfmMXP4lqU+/y5DoVrhpHHh8/XLGtehIhLs3L/69gp0pF/hy2CS8HJ1RyOQIkoizWkPnoHASC/N4ZcsqSo0G2vgGsiMl3nZMx7PTmRHTi7dZX+N4B0a2QEJi7u6/6BAQirNaw+rzxzjxyGu8uWMt5/Kz6R3WhBe6D4ZLEV574d9AVhpqzqrzWg0rnZwqTVGrNtwtKipCkqQagu8bmbMxxXbr0UiQ7ADrQ81eF6w9xNBVU2qATYR4o+u62f5MoiiSlZWFTqez9Se7GuxJ2uozjslkIjU1FY1Gg4uLi12aWNZnHSpkfDhoPM93H8ShjIu08w8h0MUNtVyJVEXwb7FYbGuUCSKiJCEqpFpF3O39Q9iYeNr2f41CSWvfQEyChUWjp+KgUiFDRm5FKf0Wf0Sgizu/jn+YbiFR7L2kHYJKb6KJrTvzypZVNVqQHMy4SHJxPr3Dm7I56SwWUeTn04cZHN2SQzsv8tq2P/FxdOGB9p3RKI8DKwAlzmoLlY0AotGZ9TT/8h123v8sy04dqjGHWRRYdHwfr/YcRr6unF/GP0xuRSmRHj7kPv8Bv585ysAln9DKJ4D+kS1wVKmZ0DKGI9mpdAoI43DmRQCyy0tp4unLydwMoDJ1OHfAGJuxoxXTO/akmZc/pUYDC4bfiyhJvLxlJUeyUrm/XTfeHzAOqNSAKcwCZtHcIGXj9sS/kSBdjtoa7lY1rKzacNfBwaFOhpU341gbq9iujUaCVE9UfTBbq6lEUbRL24gbJSIVFRWkp6fbdDDnzp2zi8jvZqfYjEYjaWlpaDQaIiMjr+tcNmQEqaysjPT0dHx8fPDy8iIzM/PaO13HOuoDSZJQISPU2Z2w5h0QBAFRFBEuCZCVSiUKpQILlZEPk2AhJrDS7NBBqWJodKsa2qFCfTnNvdtW7i+v7DVmFCxM+uM7LhYXMLJZO97tP4Z3dv3Fsew0jmWnsfzUIf6e/BTLTx5kd1oiPUOjubdNF0RJorCWfmQABboKnNUa2/8dLomjrfjh2F4GRLYg1O1eVIoPACU68xiU8hhAQYG+lGHRrQhwcUdzBYKqVaiQAe/u3kCBvpy7W3XGTevA+F+/ZkSztsTN+A9ymYzcijK0ShUOKjWR7t4kFxfQMSCUv5PO8v2xvbzZZwR3/fY1oiRhFgWGLP2MnVOf44Xug9mbmkiHgFDcNA64ahx4d/dffLx/M7unPo+n1pGHOvZg/YWTDIpqga641BZtMJlMaLVanJyc7JKaaSiycqvRUMd5vf5LVzKstPaMrIth5c0QaTcSpGujkSDZCfYuga8PQbKm1PLz86tVe9krZXczCVJpaSkZGRn4+vri6el53Te+hiBIkiSRl5dHYWEhoaGhthD77WA5IEkSgiBgMplsnbqNSIgyOUbBwpwda3nyjv6UmQzEF+QQ5enDwfSL9ApryrgWHfnj7FEAPB2cmN17BH4ubnQKDCPKwwdHlZohP31ma2779ZGdzIjpSajbP+Ljh9cs4duju5jdZwQfDByHg0rNpsQzmEWB+cMn0czbj/9sXW3b3k3jQI/QaKavrSy9d9VomdiqE71+/AC5TMZjnfvwas9++Dp5YhJ0SNJ76MwmFhzew9zdL1Ogr6BPeFMWjpyCIIk80L4b7+3ZyIRWnRjTvD0KmZytyee4v10sA5d8YnP+XnE2jifu6MecviNJLMyj1Gggq7yEzw5sJU9Xzuhm7ZjWoTuncs/wTr/R7E9PZt6ejZyc+TrHH3mNLw5uxyRYmBHTC4so8sT6n/F1duW7uN3sTLnApNadeaxzH97ZtZ5nN/3OD6PuRy6T0e37eex/8EXcnZ2refFYyVJxcTGiKOLo6GgjTPaISt4K/BsiSFVfiuuCqxlW5uXlYTKZrmpY2RhBahj8d1x5/wVo6DYc1pSaIAg1qr3s2RjWXqnEqmPV1y+o6jg3ius9HkEQqp3nqroCexJIe0CpVCLIZby86Q/e7DuCX08f4blugxj7y1ccyEgGoLVvIBvve5JPD2zhmzvv462+IzmZk0GfiGb8ceYIfyWcZv09s8gsL+GDvZts5MiKt3eu57uRk/lo32Zbx/qDGRc5mHGRUDcvev7wvi1y5O3ozJYpT5NeUsRXR3YS6OLOL+MfRiGX8fO4h/n19GEe7NiD5acOEV+Qw7KxUxjZzBcn9Y9AGhplHyzCUDYmxvP83ytsa9h+MZ4jmSkYBYHhTVpz5tE3OZCRzKcHtmISLExr3w25XEanoPBqrVEWHNrBqz2H0TU4gkMZKdX0UVuTz3E4K4VPBk/kQEYy8bPmcCwrHZ3ZxNzdGxgc1QqFXE64uxdDln7GsZy0aufl19NH+Hzo3fg7u3IiJx0vRydafvkm6aVFGC0WUPxzfSoUilp7iZWXl5Obm4tSqbSRJQcHh2tGEv4t6a6GmtMekZyqhpXe3t7VSHJWVhaiKFYjTDdDpN2oQbo2GglSPXH5w/BmlOZfLy5PqV1+IdkzgmSPcnjrWGazmeTkZORyeZ39gqqOc6siSAaDgdTUVFxcXPD396/1HNwOEaT8/HzKy8sJiYxgbfwJDmRetLUiWXh0D6klhbbtT+Vmcu+Khfww6n4mr/qe5WMfJMLNEwF4cfNKykwGYhe+x6q7Z1JhqtnyYsW5OBbceS8nZr7B7B1rOJOXRfeQKJ7q2p/BSz+rllbL15Xz2PrlrJ30OM91G4SXoxPfHNnFoCWfcFerGL4cdg9IEv+36y86B4YzqnkLHFWvA05UmF4gvVQESvm6it4HQK1QMiS6NW/tXEcLb3/O5GUxZdUPts83JZ7hrb4jebxzH76qYgppFgWyy0vwc3Ll/b2bamiXlp44wEeD7sJBqcJT60j7gGCmrV7MXwmnWH6qsoda+tNzKapSlWaFIIkYLGa0ShUd/EM5nZtFWmkRrXwC8Xd2vWr7kMtTM9ZIQ2Fhoc3cz0qYrqc1xq3Av4kg3Yw5LyfJlxtWQuVzoayszC4Nd6ExgnQ9aCRIdkJDEKTrNX68Fa1L6gqLxUJpaSne3t74+PjckPWAINyIpd4/41ztuKy6gatV1dnrxlnf81vVM8rDwwOzKLLibBxNPH2Ry+SEuXvRM6wJj3Xpw4aE08xYu5Ryk5HtF+PxdXLFTeOARRBRipBr1FFmqnTVTizK47uje5jQKoaV5+Kqzenl4IRaoeBsXiZz+48BZKgVCrRKFfvTk2qscXdqAi4aLW9uX8N3cbspN1VqpBYf34+H1omRzdry4aDxhLi5I2MzYKbc9BAf7j3KmzvWs2XK0yhk1d/gHVVqREmiQF9BlKcP965YWGPeD/b+zbOxA9EqVRgslaJ1PydXQlw9AYmMsuIa+4iSRE5FGXvSEmjvH4JWqSIuO7XaNpuTzjGxdSfm7dlY7e/dQqLQW8yUGgy8238M7+/dRLeQKH4Z9zCSpfbfa22/QWtpuYODA15eXoiiaHtwVm2NYSVMKpWqUYP0PzDn5YaVBQUFVFRUUFpaSk5ODiqVqprguz5RrUaCdG38d5dO3Ea41Sk2i8VCSkoKpaWlREZGXtUV214RJLjx45SkykazpaWlODs721qG1Bc3O4JkLeHPzc0lIiLiplsO1PdcGI1GkpKSUCgUhIWF4eLigkImI8zdk3kDx/HG9j/xef9Z+i76kLBPXsZgMbNs7ENApe5HLpPxcMceOMgVCIKAv7Mr7tp/0p0/HNtD58BwXu89HCdVpaC6qZcf6+6Zxe7UBBYd34/ObOK1bavpv/gjSo0Gwt29aqwzysMHo8XMXwmnbeTIimUnD9IxIJQRy7+k3GREwgwEYbB4MWfnXwD8ef4ED3boXm2/EoOeUqOBtJJCnFSaWslOiVGPSRBwUlWmtpzVGhaOnMKS4/vQmU0Mb9K6xj7+zq5EuHsxrEkbHlj1I6Io0TkwvNo27+3ZyHOxA7mv7R0oLz2kuodE8ev4h0kvKSblqf+jiacPC4ZN4q97ZuGp0iBWIfQymQxRIUehUSPXqHFydkZQKq4YTZXL5bbrJjw8nLCwMJycnNDpdKSmppKcnEx+fn6lQN8OLw51wf8qWWnoOWUyGQqFAgcHB4KCgoiKisLX1xe5XE5hYSGJiYmkpaVRUFCAXq+/bgNeq+6pEVdGYwTJTrgZBOlKF+O1Umq1re12iCBZLBYyMjIQBMH2NtyQ67nWOGazmbS0NBQKBVFRUdcMazeUSNsqcLc2xBVFEbPZjFKu5tmuA9mVmsDnB7fZti83GZmxdikXn/w/2vgGMbp5ewp05cT4h2I2mysdwc0mPhk8gamrFyEhUWo0cNdvX7Pxvid5qftQyk0GnNQayowG1AoFXwybRPfv53Esu1KL88fZo8wbOI6Jv31r61gvQ8ZbfUdyNCuVxWMe4JP9W/jjbJytF5mDSoVZECjQV6CUKdCZOuGsyeBETqpN+7QwbjcPdujO/OH38N7ujWSWFTOsSWu0SiXvDxxHUlEeQ6Nb89uZI9XO0R1BEchkMjZNfop8XRndQ6KxiCJ9I5pxPDudl3oMYV96MluTzwGVkbEVEx7hdF4WoiTy3sCxKBUKPhx0F7tTE2xptfiCHE7mZPDp4Il8PvRudGYToiShkMu5IzgCwWikoKgIi8VSqTW57LuWqVUUVJSyM/4Cb+1cR0pxIQMiW/DdyMm4KzVI1yA5l0cajEYjZWVlSJJEUlISGo3GFl36b3N6vp45b7U9wu1gLXC1qGJOTg4Wi+WahpUGQ2V0uK6az38bGglSPXGzdD7WsayEq+pDuWqVWlBQ0HUbEt4OESS9Xk9qaiqurq74+/tTWFiI0VizB1Z91nMzCJK1Ma6np2edUoC3MtVQtZquVoG7KKJUKFh34WSNfS2iyN9JZ/ly2CQ6BoRiMRgxlleg1mpRa7U4KOSMbNaW7Gfn8ePxffg6uTC+ZQySJCJKImqFkjG/LGBT4hn6RTTn7b6jbOTo0uroGRrN7mnPs/j4fqDSuNIkWHhvz0be7jeKqe27MafvSAYu+YSLxQVMj+nJinNxjG7enlKTAZVcjdrSj5Y+XsiQISFRbjLSZ9GHvN57OKcffQOtUsWBjGQe/HMxnQLDeCZ2AF8Mm8T5ghxOXGq/Eu7uxbJxD5JQmMNnB7ait1h4c/taXug+GFeNltyKMty1Dvw0dhrlJiOF+gpa+QQiShJx2alsvxhPTEAY3o7OBLq4kfTEO2iVKspMBhRyOQqZnJbz38QiCmiVKtJKilApFMQ/Pgd/JxckSar1mpEpFMRlpVFhNrLkxAFe7TkMN40De9MTGbHsS/Y++AKWOkSBrJVScrmc8vJywsLCanV6rpqOs2da+N9AVm6GWPp6573S+bVGFa1ed7UZVlq/c2tVpF6vB66fIE2ePJnCwkJbZHPOnDm0a9fO9vnevXt59913MRqNDB06lKeffvpGDve2QSNBshNudsPaq1WpXc/aGiqCJEkShYWF5ObmEhgYiJubm22c2zGCZM33W0loXRr62uPGeb3HY62ms1gsNarp4FK5v9mMRqUk0MWt1jEiPXzoHBiG2WLBIIclF+JsHe7XXzjJ1uRzfDFsErM69UaSKo0lJUmiVDTw4b7NbEo8A4BWqbTplQB8HF2Y0LITebpyPtj7NyObtUWSYN7ejaw5f4LHuvThaFYqU1cv4umuA/h1/HQ2JZ3h/naxvLJlFV8Om4Ts0rkwi04Ioo7Hu/SxRcEK9RV8tG8zU9t3I6WkgEFLPqXCbGRN/Ak+PbCVz4ZMZN+DL3I+PxuoTAWWGPR0+XYuMYGhvNBtMD5OzhzPTueeNpVNZ5VyBU5qDTqziV9PHeaVnkOJL8ylqZcfng5OLDq+n/mHtvPbhBk8un4Za+NPEu7uxZy+I+kb3oxivQ6TaOGhDj24u3VnzKLA7tQERjRtV+O8W2GUBERJoqVPAH9MmAESWCSB2OBInuk6gPiCXJq4etY5VXY9Ts/WTvVVH5w3IvxtKA1SQ8zZEKaedZn3SoaV5eXl7Nq1iw8//JAmTZrg6elJdnY2UVFRV713SZLExYsX2bZtW62pX4PBwCuvvMKSJUsICAhgxowZ7Nixg969e9f7eG8XNBIkO8GeJMQ6npVA1DWldjnsHd263uMUBIHMzEyMRiORkZFoNP+YAd6syM+NjCMIAmlpaZhMpno19LXXWq41htFoJDU1FUdHR0JCQq7Yow5ALog81bU/Xx7aTqnxHxLT1i+YzoFhCBaBA1kpDPvpc8xi5YP41a2r2XjfE8RlpzHq5wWsuftRygqLkGnVuDo6IUmwvkpUam9aEkvHTMPPyZWcilLGt+zI3vREugZH4qLRMHX1Itu2Po4uPN21P5NXVlaZfXpgCy/3GMKjnXoiSDJe7z2ccb9+RUufAF7vfSdr40+SUJjDU3cM4M6mbdmUeIYmXr7c1TKGuOw01HIle6Y9z7y9m4gvyKFPeDMGRrVEkkTO5mXj7eTEluRzlJmMLBkzlaFNWvPxvs3EZacxOKoVWqWKhXF7+OLgNgwWC3e37sRbfUchSiLzD+1gc9JZwty9eH/gOB7t1Jtig45nYwdisFhYeS6Osb98xf6HXuL7UVOIDY7Ew8GJ9RdO4ahSM6ZFB4RLEYdar1kJOgWGYhIFXt2yis3J54hw92Z23xE08/RD6Vw/wnK9Ts9WO4Gqwt+q6bi6EoF/gx6ooVJsoijWu8q3alWkVfO5fft2ysvLefDBB/Hx8SE2NpbY2FiGDBlSI6qUlFRZbDFt2jSKi4uZMGEC9913n+3zEydOEBYWRkhICAAjRoxgw4YNjQSpEf/gZjSsFQSBvLy8OqfUahvrVptYGgwG0tLScHBwIDIyssbNtiEdsGuDKIpkZ2fj7Oxc63pv1VqudfO9XG90rTFEUUSrUHDikdd5Y/sazhfk0De8KS/1GIJCAkmpYOa6ZTZyBFBhNvLC5hV8N2IyLee/SYXFRKKpgs/3rGFOn5EEuLgR6OLOmUvtSTQKJUez0jg641WKDTrUciWOag2/nTnC//UbzbDoNmxMPE24uxcPdezBV4d3sjs1oXJ9kkR8QQrdQpRsTDQy9Kf5PNa5D7P7jGRh3B4uFObQL7w5WpWSbRfPE+bmyeQ2XTmWk8aDqxez78EXWXk2jnvb3IGvkws55aUo5TKSiwq4s2kbYr9/j4mtOtE9JIpuIVG0WTCbi8WVZdNDm7Tm84NbeXnLKtuxf35wG0UGHY917sOSE5WpwQGRLYj08Oa9PRvZlXKBZt7+zO4zgj7hTXlywy98fnArHw+awNn8LFotmG0Tnwe7erB32gt4+/qSlZFR43tyUqoQZDL6/Pghxy+lA+MLctiafI64Gf8h0sMb0WSusZ89IJPV7FRvTcfl5eVhNpvr5O79byErDalBskfkSqlUMmzYMEJCQti6dSvr1q0jLi6OvXv38uGHHyKTyRgzZky1fUpLS4mNjeW1117DbDYzZcoUIiIi6N69slgiNzcXHx8f2/a+vr7k5NTexPm/DY0EqZ64/CKxN0ECyMrKQpKkOqfULsetrrCzlsT7+/vj4eFR6za3E0EqLa1s++Du7k5QUNANjXWzRNrX1BtVgVwuR1ApUCuUmC0W1MjwUTvw8aDxSMhQymTIJTiel0kzHz8SCnNrjHEkM4Uoz8qbnlkQKDLquKtlJ5KK8/kubjfPxQ5ka/I5eoRG8/tdM1h34SQ/Ht9LS58Apnfsyc6UCwyOasWvp4+QVJzPU137U6ivYNhPn9vIAFQ2xG3lG4HRAlNXv0lbv2D+02sYbb+aY/Nr+urwTia17sybfUbQ/Is36BwUTgtvf4yChbXxx5jYuhlapRtm0UITT2+2Jcez+vwJvrrzHrLKSlhxNo5nYwfyfdxeGzkCGNO8PbEL36tx7D+fOsSXwybh6eCEWRD4dMgEun0/j3OXUnZx2Wmsiz/JiZmvsezkQYwWCzIZPPjn4mqVeemlRTy54VcWjpxS68uNAJzNy6p2PqDSn+nj/Zv5YNB41PV4GNfnIS6Tya5oXHglHcuNznmj+LfMeTPmtWqQoqKiiI6O5q677rrith06dKBDhw62/48fP54dO3bYCNLluqyGOkc3A40EyU6Qy+WYzfZ527P2Z3J1dSU4ONhurtX2wNXGskZhysvLCQ8Pv2oJ6e2gQarq4m31krnRtdwMXM29+3KYJJEzedm8tGUFFwpy6R3elI8H3YWTXIlSkAAJhVLJ9rQERi1fQNZz84j08CapKL/aOB0CQkkuyicmIAytUsW+tETe6DOCqM9epVCvY0h0a7ZOeYZWvoHc/fu3bLlU/QXw9eFdHHz4JUYs+5Kfxj3IjLU/cf+qH/nr3lnoLdWvkdl9R2AwW9ibmkp2eSkv9xjKgsM7q5lZAiw/dYgXug9mYGQLmnj6klJcyFNd+zOxdSccVX8hSRosYm8UciWuWgee7tqf3Ioy7mza1kYAk4urH6NKrrB5IlU736KERRRRyuUMiW7FzpQLNnJkRZnJwDdHdjOpTWeaefnhpnFAXsv3vyMlHgeVCr2jAwjVf+8KmeyK/emKDLpLmrjKSrVbXbZf1bjwch1Lbe7e/xaycjN6ojXEvHq9/rqrGg8fPozZbCY2NhaoPO9VCbK/vz95eXm2/+fl5eHr62u3tTYkGn2Q7AR7RGmsUYKUlBQ0Gg3u7u52E/7e7Co2k8lEcnIyZrOZqKioa/prNHQEyWKxcPHiRfR6vY10NLQLdm1jGI1GEhMTUalUhIeHX5UcyeVycnXl9PzhfbZfjCejrJhlJw8S+/17yFVKJIUChUKBRQavb1uDRRL45fRhPh96t83DByqbxc7tP4Ytyef4fcIMnv/7DzYmniGhMJfs8lJMgoU7l33BidwMEgpzq5EjgJSSAr6P28uYFh34aN9mprXvxrHsNF7avJLDD7/CHxMe4b0BYzk24z/M7NSbR9b9RGxIJIEu7gS7enA6t/amv6dzM3n8jr7sT0+mmbcf09p3Y8fFBP5OjMQiDkJvARnQzi+YJl6+aBRK5g0cx/3tY1HJFQyIbF5tvA0Jp7mnTZca8wyJbkVaSRG5FWW4qLXk6spqXU9uRSk9Q5oQGxxFclEBe6e9yHcjJ1cjSk29/DBYzKiUSpufjUKjxqSQoRcsdAuJwkWtrTH2XS1j0CpVSColBSY9ZCy43AAAIABJREFUFZIAahVyjeqWtxqx6ljc3d0JDAwkKioKPz+/aj48VvJkMBhumXj630LKbsa8dTGJLCsrY968eRiNRsrLy1m5ciUDBw60fd6uXTuSk5NJSUlBEATWrl1Lr1697LbWhkQjQaon7F3mb7FYSE1NpbS01JZSsyepuZkRpLKyMpKSknBzcyM0NPS6qmEaUqSt0+lITEzEwcGB8PBwlJceXrcDQYJ/0nSlpaUkJSXh7e1NYGDgNR+MBsHCx/s3V9MTASQV5bMz5QKrLpwgXVeGUqEgrbQyQpNdXkKUhw+nH32T2X1GMHfAGFKfnkuHgBBGN2/PrpR4FHI5w5u0IdTVE41CSbCrB7P7jmBoVCvO5mXXthTOF+Tg7+zKhcJcmnn7MyCyBT3Doik16onLSqXUaOBicT5yWWVKacHhneye+jx6s4luIVE1xpMho29EM5p4+qIzG8kqK0FCoq1fMDGB0ZQYjTy14VeafP4aI3+ez7aL5yky6HBRaXigXTeSi/PpHBjO9JietjHf27OR//QczrQO3VErlMiQMbxJG5aOnYajSkUTT1/2piUyNLp1NQJpxT1tuhDp4U1GWTHFRh1GwUKngDBe6D4YAKVcztz+Y0gvLUJGZVRGVCrYkHiaubs3ICJxoTCXPybMINCl0oBUrVDyTGylIL3YoKfnD+8T/PFL+H7wHBN+/wajICBX2688vz6w+vB4eXkREhJie8EQRZGsrCySkpLIysqipKTEblH1q63lVqIhRdr2jiBdL0Hq27cvvXv3ZvTo0YwbN45x48bRoUMHRo0aRU5ODhqNhrlz5zJr1iyGDRtGZGQkQ4YMsdtaGxKNKTY74UYiSDqdjrS0NFxdXW1VSfZMi9lbg2Qdy+qKXVRUREhISJ1SVA0RQZIkiaKiInJycmqI3m8XgmQdIycnh6Kiojo18BUlqVq5fVXk68rZmnyOqat/JHHW2wyJbsXi4/tx1Tjw/bG97E5NYFiT1hgtFoYv+4KzeVn8PP5hxrboiEapolBfgUUSOf/YbFw0Wly1DgiiSJ/wprXO1zusCafzsugf0Rw3jZZ3+4+miacvuRVl3BEcSLeQaNSKLJzVi1g4ciJ/nj9PmdFA99AofJ1c+eX0IQ5mXLSN91rv4chlMrwdnRkU1ZINCWf4+shOnNUalo97iJhv3uF8QaUwNKu8hJHL57Nn2gv4ObkgyUCjUKFRKpndZwTPxQ7iVG4GdwRHABLT2nfni6GTECWRAn0FU1b+QFu/YHZNfR69xYSLWsvSMdOYvnYppUYDKrmCJ+/oT+fAcBbG7WHpiQM4qzU82bUf/cKb83zsQDoHhNLWLxS9xcSp3Eyi3H0wy+Gz/Zv57MBWzjz6Jufzs0kvLUYmg5MzXyezrJgwN69KY01J4o3tf3Kh4B992IaE07yyZRUzO/Ui0s0LrtCy5FY/xOVyOQqFAjc3N5ydnav1EcvPz7fZDVjTcfboIwaNEaQbgbWn3/Xiqaee4qmnnqr2t9WrV9v+HRsby59//mm39d0uaCRIdkJ9IiJWz528vLwaD+xbLay+XliP02KxkJZWaQx4LV3MzVzT9Y5jbRmi1+trWA7Ycz03CkmSKC0tRaVS1fm8OipVTG3fzWbMaIWTSsPg6Fa8unU1oiTx6tbVfD7sbo5np3Mo4yIzO/XmfH42oa6eqBVKUksK8XF0JiYglFbzZ5NSUilsXnE2jj8mPMLjfy3n19NHcFKpOTz9FV7vNZw5O9fZ5hsa3ZphTVrz6+nDLBo9le7fz8MkCEzr0I372nRhUKQ/auUPgDOlxmH4OvkwqbULcpmcw5kpOCrVbJ3yDDtS4okvyGVwVEuCXT1IKMwmT6fjYEYyr22rvBmPbNaOI1kpNnJkhSCJfH1kJ+8PHMfSY3t5bdufyIDnuw3i4Y496RwUzvKTB3lzx1pa+gSw7f5nOZOXyVs717PuwknWXTjJB3s3EezqgUmwsPOB58l69n0uFOQQ4uaJ3mxi3p6NvL1rvW3OHSnxLB49FQB3rQNuWi13//QtO6c+hyRWmmuuOneMkzPfYGPiGX45fRgvR2ce69yHY1lptPAJIKusGGeNFqVcwTOxA3hvwFi+OLSdN7atQUJixdk43u0/GoVSiXAVgnSrUXXO2ty9dTqdrXjDXu7ejQSp/qhLBOnfjEaCZCfUldBY225Yjf4ur1JriOa31wOZTIbRaCQhIQEPD49691K7lSJtk8lEamoqGo2GyMjIWt9gb4cIksFgoKCgAKVSSXh4eJ1D6qIo0ikgjPcGjOWtnesoNxkJdfPk6zvvY9W5Y6SUFOCq0dIjLBpnlZq9D75ISlE+ga4ezO4zgi8P7UBnNnF36050D4nmje1/2sgRwEeD72Lyyu9Zff545XotZnp8/z67p73A1A7d2ZOWQCufQMLdvcgsK+aHUQ9w/6ofae8fwvzh97D0xAHm7FxPj9Ao7mnzCHqzkftWLuH+dpXizxmXIjRymYxHYnrxwaDxRLh74+3ghFZRRFMvC829o5nw2ze2NY1v2RHTFcTLFWYTZ/Ozcdc6cvyR1+i36CNe2bqKH4/v4+BDL5NYlM8Hg8YzvkVHfjl5iPGtYvhp7IMU6iv49cwR5u3ZaBN26ywmRFEkyNUDlVyBXK1h3t5NNeb8cN/f/HbXdJp+8Trfj7yfbfc/w6Lj+5jQMgYVEh8NnsDsHWtZcHiHbZ+fThxg34MvklpSSISHN4+vX87vZ44iIRHs6sHycQ9BX3h92594OTqhM5tRK65+626Ih3htc1rdvbVara0NjtVOoGpbjPq4ezeUSNteEbC6zmvPFFtdI0j/VjRqkOqJGynzt2pg1Go1ERERtZbwN5S549Vg9UopLi4mKCioXqaV9l7TtcYpKysjMTERd3d3goODr3hza2iCVFpaSnJyMs7Ozjg5OdX7ZqhCxiMxPcl97gOynp3HsRmvcTQrlZnrfkIpl7PxvieJ8vChwmziYnE+4R7eHM1KJeab/+Pbo7v46eQBRiz/kh+O7aFfxD+i5gBnN0JcPfnz/Ilq82WUFTNg8cc4qzUMiWqFSq4gs7QYjUJF6CcvcyQrha/uvJd+iz7i6Y2/suj4Ph5es5Q+P36KXKYhq6yEfhHNeGDVjzYjS1GSmH94ByvOxiGXyZDJ5ZzJNyCX+aKQyykxVpYo9wxtQp+wpnQKDKvWWNeKCS1jWH7qEJNXfs+n+7ewYPg9QKXXkM5sYmr7biQX5bMm/gQT23QmqSif7PISBEmkmZcfu6c+j5eDE+NbdkStUGARRX49fZjtF+MxC4Kth1xV5OvKcdFUPnjm7tmATCbj432b2Zp0DoVMTnNvf749uqvaPmZR4M0dawl39+LHY3v57cwRW/+69NIiJv7+LY917lOZxrujHyklBdUa3l6OhoogXc+9wJpu8/HxITw8nPDwcFxcXGy+acnJyeTk5FBWVnbNqr3GCFL90RhBuj40EiQ74XoIkrWXWkpKCgEBAQQEBFy1v87tpEGyukwbjUbc3d3r1ILjSmu6mQTJqo/KyMggNDQUb2/va95gboULdm3b5+TkkJWVZdMb3eg61Mgx6w24KTVklhUxb89GLKLIqGbtAegcGIbeYmbR8f1cLC7g5S0rEaTqv485O9YxILI5zurKVOTVzp0oSShkclaeO0brBbNp//XbOKhUtPML5v52saw6F8fJ3OpGiYcyL7I56SyPd+nLlqRzGGshG6vPH+dUbiaf7N9CVlkF8/bsQJIknrqjPwAzYnoyd89G9qQmsXXK07TzCwbAWa3hzT4jaOsXxOLj+wD44tB2ugRFMLZ5B9QKJa4aLVNXL8IkCNwRFEHr+bNp//VbNP3idWauW0bX4AjO5mWx6b6n+Hzo3cxctwy1UslLm1dyz4rvkMvkxASE1VjzqObtbSaYlaaVcnydXAh198IsWig26LDUci1eLM5HIZPxx9mjNT7LLCsmoTCPX8ZPZ2SzdrTzC0Z9HY2TbyXq+wC3unv7+/sTGRlJUFAQarXa9sKQkpJCfn4+Op2uxnXxbyJI9o4gGY3GRoJ0HWhMsdkJ14r4XCuldjns6at0o9Eog8FAamoqzs7OeHl5YbHUfJjVZ003iyDVxTeo6jg3SiLreuO0kk5RFImKikKpVNq6bNsDFrOZUGcP0p95jz/PH6OdXwhHs1JxUmnYn5HEvD0bebH74FqNIkuMegwWC4HO7sQX5pBZVowgiQyObsmGhNPVtn2gfSx6i4mRzdqx5MR+dqZcYN6eTeyaOgtQ89q2NbWu71xBNhHu3gRcoVecv7MrJUY9H+77m5d7DKF7KMhkcXw0eARDmzTFReWMSRDoHhqJRRTZ/9BL6M0mFHI5mxLP0GfRRzbjRpNgIbu8hE+GTGBGTE+yykuIL8hhy5Sn6bPoQ5KL82nhHcCjnXvTKTCMvIpyIjy88XJ0ptX82Yxp3p6cilKbCP6VrSv5aew0Rv+ywOaRNCiqJW/0Hs6dy74EYESzthgtZmZ17ksLnwCmrvqRpWP/aclSFQMjW1JuNuHjWPuLR4irB+18gziQmcxXh3cyPaYnHfxDUViE/xnicLm7tyiKGAyGau7eVbvUN0Tj2IY6t40RpIZBYwSpnqhLiu16Umq1jW9vYXV9UFRURHJyMr6+vgQGBlaWKt+GTWatMBgMtnN9Ld+gy8ex91quhqrrjIiIsBmv2V0sLghgMjO2STvC3Dzxc3bBWa3h19NHADienU7fiGY1dmvm5YdKruCv+2Yxp+9IZnXpi9liYemYaYxr0RGFTI6zWsPTXQcwPaYnPX94n3tXLGTVxEe5s0kb5g4YjlqxDo3yN4ZER9e6tF5hTVgbf5IW3gF0CQqv9pmjSs2jnfuw7ORBDBYzebp8XDQrUSsWIpM9z8BINa18Awhx8yDmm3fwef9Zgj56kV9PH6ZAV8E9fywks6zYNl6Qizs+Ti7ELnyP1n7B5FaU0S+iGXqLiXP52Yxu3p4dDzxLoV7Hq1tX8//snXd0FHX3xj8zW7LpvZIeeofQpRfpIL0JKKiIKHZE5bWL+qKi2EDABkqTXqX3TmihpJPee3aTbJvfH2HXhAQJZAP8XvOc4zmyO3PnzuzuzJP7fe5zfzh7CE87B+yVKkY3CeXzfiPxsnXASWWDKAj4O7rgbe/I8WlzuPrce6S88l++GzSByRt/5kzKDTr5BrNowHg2Xb/A4EYtKdZp2XD9PKmF+fwxajoOVn/rPzrUC+SNR/qz8tIpXu7Up5Lh5LBGrbBVKrmckUKPX75gVfgZ+v72FdE5GYh32RxRW6iNZT1RFM3O3gEBAQQFBeHg4IBWqyU5Odk8iqmgoMAif7RVBw+KIIFlq4J1BKl6qKsgWQhVkZB/6lKrTrwHqUEyeZqo1WqCgoLMgj5LE5ua3nDK52PqkvH29sbJyeme41gil39Cfn4+KSkptx3FYumHjSmeQTLS1b8BJXodvz72BO8e3MoXJ/awaOA4zqUkmAXJjlbW/DbiSeJys/BxcOTVzv2QCQLXs9Jp6OrBf/uOZNXopzAYjWyPvEyvX78kNjeL2NwsVl85w7qxT2El24cg7AeUdPIdxLhm7Vhz5aw5p+ltHqGtlz85xUU8vXUF2yY8zzenD7An9hohzu683qUfh+Oj2Bd3HU9bB3zsXNHoXqBEX0YIbOUyECSGrfrO7M6dU6zm2e1/cObpt3i5c1/+e+wvABysVCwfNoWlYUdJLsxj/pEdPNWmK+vGPIMgCDhYqVg6dDL9V35NWGoCAPvjrrPmylnCZ77LwgEjkaQ4dIZAvh4wjqSCXLr610cpk1Pv6zcIcnJjROPWPB3alY96DeeLR0cT6OTG1oiLjGzSlqXnjvBMaDc6+wbTYdknHJs2h9RXF3AgLgJnaxuCnNyYsW0lO6LCOf30mxyc+iqfHN1FurqAxxq35qWOZaTpvUN/V+IMkpGvTu3jm4HjuXWx7UEtA9X2MW91946OjkalUlFYWFilu3dtOF4/qKqVpc/lbowi/82oI0g1QPkH4q0P/LtdUrsVD7KLrbS0lMTERKysrAgJCakgbLYkQTLFsgRBSklJoaioqAKZu5c4NcGdYph0UXl5eQTeZhSLpW++oigiKOToJIk39mzk5wvH0Rr0tPMJYMWIaSw6tZ8vTuzl3DNvcSo5DqNU5mFkMBpJUxcw+I9vOZsSj5uNHe90H4yztQ3p6gIistMZvvr7SqaUf0VfYVyztqjkJ26+YsRKFsayYY/zn+6DOZsSTxtvP/wdXNgVdYVvB00g2NkNrcHA4y06MLtjby6kJfL+oe1svH4elVzB4SdfpsQgsS82jh/DjqAQZXzUezhXMlIqjS4BWH7+KPN7P8boJm1JLsyje0AD1lw5y7z9ZUNpY3OzSFMXMPbPHzn99Jss6DeacynxZnJkQpamiO/PHuLptl3ZG5vLT2Hb2DLxeZQyOY2+/Q+xs+dTWFrCudR4zqXG8+Hh7YT6lOmSDj/xGr9fPo1KrsDVxpbUonz2Tn6Jt/Zv4rE1P3D0yddp4+3P3L0bWB1+Bp3RQId6gfg5OKPWlvLL8KkoZHLkoohBMrI96grboy5XyC+vpNhC35Ka436TMtOxnJyccHFxQZIk83JcTk6OmQCYluOsrKwskl9tkJXqHNPS17aOIFUPdQTJQhAEwUxETASjvPHjvcSrDXPHO8E0Ld7DwwMXF5cadetVJ6+akhJTaV2r1VYic/c7l39CVXqj+5GHUS7jSHwkl9KTWXLusPn1synxjFq7mP1TX6Ht4o8xGI180W80VjIZeskIokiPXz4nrahMK5OlKWL2rjX4O7oQm5tFt4AGlcgRlI3WKPvGyAARtfZ5LqaLqOSZBDi60COwIV52DuQWa5i54w8KtSX0CGjA4iGT8LJ3QgQe8QtBFAQmtejAoyFNAFh89ghz9q43H8fNxo4hDVtWec52ChWpRfk0dPXky5N7mbVjVYXltj7BjbmQloid0orI7HSmtuzEmqtnq4yVVJBLckEeLT38qOfgQpamiJxiNUkFeRxNiGZU07asDj8DQKlBz/HEGCa37ERBaTGnk2/gaefAjNDuZKqLqGfvxCd9RvBez6FglHBQWrF4yCTeeKQ/BsmIp60DKYV5OKtscbK2QUCgSFuCrcKK53esrpTbuGahKEQRIxU/h/+vGqS7PV75Y5rcvU0O3waDwWwnkJqaitFoNJMlk53AvR73QVgL1FWQHgzqNEgWhCAI1e5SuxMs3cV2p1iSJJGWlmbupnJ1db2tr0ltji25G6jVamJiYhAE4R9b+O9HLv8Uw6Q3srKyqqA3qm3IZDLS1QX4O7qw9kplAnA1M5VinZbo2R/yce/HMGJErdeRoS7iRFKsmRyVx8rLp+jqX5/Gbp6VCIqbjR2vdenHgbjr6AxdgVBicpT4ObizLOwonp+/zqDfF3EyMQJPO1syX/+MkrcXsHn8TOyVKhYcLeu2a7PkQ6KyM7BVKMkp1qCQyfn02K4Kx9oWeZneQY3wtqso8FbK5DzV9hFOJceRU6zm0eAmZKr/nqXWO6gxU1t24hG/EDaNf47I7AzC0hIY1aQtA+s3q3S+/UOaojMaSFcX8MOQiShEGc6qMsf49w5t5av+YxneqBWiICAKAiMat+GbgePZFxdBMw9vnmzdheYePnjZOTBl08/4LpzLz+ePl81kE0WyNUWcTIplxrbfWRZ2jHoOznjZO6A16Pn98ikWntxHqUHP9omzCHRyBcBKJue1zv14rHEbRMODNzeFB2MtALevuMpkMuzs7PDw8CAoKAh/f39sbGzQaDQkJCQQFxdHRkYGRUVFd/UH3/8K+azTIFUPdRUkC0Gv12M0GivMUqsJams8SFXQ6XQkJiYiiuI/VjeqE+tu87qXG2t5bZevry9JSUkPLJc7xbiT3qg28igf62JaIgFObtgqrarcxkahZOWlU/wRfppZ7XvhpLLm29MHmNW+Z5XbK0QZAU6uvH9wKytHTONkUiy/XTyJn6MzL3fqi7VcybuHdtAt4AWUssZczEhGJItfLhznx6GTmNC8A3klhZTqtRilJKwVBajkzTBIcl7q3JfcEg2HnnidT47uYu6+jRx98jU8JPtKU+8zNYV8fnw3p56ay+xdazgSH0UTd2/+23cUXnaOjGjcBp3BwMgmbRnRpA1H4qNwt7Wnnr0TCQW5XMpIpuevX2C8ea27+IWwY+ILdF7+Kdey0hAQmNamC13966OSK2j+/fu09fbntxFPIhdFhjVqxZaIi0zasJxP+47kp+FTUcrk6I0G9sddx8vOnm8HTmBr5CWiczIY0zSUYQ1bsSMynFd2r6OVly+hXv7IRJE1V87S2M2L6W27MHnjT+yKvnKTbD7K5JYd+fbMQXoHNuT0U2+SXazGw9aei2lJyKBKcfL/qgapPO72HG/n7p2bm0tqaioqlcpcXfond+8HVUGy9DHr2vyrhzqCVAOYHmamWWqiKJp9PCwR25JEBKr+cRcVFZGUlISLiwvu7u53/CFaevDt3Z6jwWAgJSWF0tJSMxF90CaP5WGKYfI3ys/Pv63eqLYhSRLtfAJZfO4wz7XrYfbnMWFA/WYUlpbyzLaVAPw8fCqPrf6BmNxMfho+lWBnN2Jzsyrs80KHXmWt6x37sPH6eeq7ePDDkIkcS4hBJS8bpfF+j6G0X/o5eybPxt/BhR/OHmL16KfRGfQEff026eoCHK2s+aTPYwxs0JxLaeH0C2nF9C2/sDniAo3dvFg3Zgbv9xzCyaRY/BxdeMQvhGOJMRVyuZqZhgR8O3ACKrmclMJ8dEYDOoOBAm0xv186xZH4aJYMnURbb382R1zk9d3r2TJhFp2WfWomRwDHE2NYfv4Yp556k1PJcYQ4l/0WFKKMN/ZuILUon+1Rl8nWFPFj2BF+Hzmdr07uZXPERd47uJX3egyloasHp5Nv4GxtQ3hGCjO3/2GO/9a+TZx75m2y5nzBhmvnWRZ2lDaDJqIUZYR6+/Nipz48uuJrs19UhrqQOXvW42lrjwj4Obrg/9WbBDm5kVOsJru4iNJ53yPpDZUMFf9Xqhy1dbzquHvfuhxnOtb/iki7roJUPdQtsdUAtxo/KpXKh6I1/1aYBNHlyYgkSWRmZpKUlISvr2+1R4Y8SPuB0tJSYmNjEQSB4OBgMxF9WAiS6frp9Xri4+MpLi4mJCTkrm5Elry+BoMBF5UNBqOBZh4+/Dx8Ki09ffGxd+L5Dr1YM/oZnt3+u3l7H3snrmelUaQt5Z0DW/jr8RcZ2rAlKrniJml5hqbuPmyNvETQ12/x5OZf6fbzAgb+/g3tfAKIysnkt4sncbO15/TTc0krKsTbzpFQb39aetZj/PplZv+f/NJintuxirSiAn66cIbuv3zOT8OnmHMYu+5HtAYDEdkZiAisGDGNICc3c67N3H1YNHAcrta2vHdwC09s/pWRaxcTnpHM4YRIvO0cWX7+OAfjI7FWKHly82884hfC5vHPcTIptkr91N7Ya2gNekK9AygoLWZndDj9VnzFsrCj5m2yNGpOJsXx4s41zGrfk52TZrN06GR2xYTz1NYVdPAJoJ1PIK/vWV8hdmpRPm/v38SxxBh6BTXi3R5DKNZpsVVa8Wa3gaQVFVQy0wT45cIJ+gQ3wShJlOh1XMtKJV1dQN/gJlzPSgWFHGQP/jb+/4kg3Yqq3L3t7OyqdPeuDT3QnVAbpKyOIFUPdRWkGiA5Odn8EFQqlWRnZz+U89NM8UwP3ls77O5GsPigRNom8binpyfOzs4VbhgPE0EyGo3ExsZib2+Pl5fXXd/YLC3SFvQG3uk+hLi8LIKc3Ng35WWs5Qp0RgNavZ4fBk/kRGIsX5zYw9XMVLr612df3HW+O3OQlMJ83uw6kHVjZqA3GtgeeRmDZOTlv9aZqy+BTq608KjH2ZR4OvuGEJObSa9fv+DA1FfoVK/MwPHJNl1Yeel0lQ7Sf14No1dQI17atZbV4Wd5snUXPj6yg2tZqRSUltDFLwS/hW+yYsSTXHnuXSKy01GIMoKc3cgvKUZnMDCvx2DC01MI9fHHSqagxy+fo5TJ2TP5RSZuWM7nx/ewZMgkdkRdZmCDFgQ5u1XKA8q8n5IL8whwdGVv7HVe2/Nnhfd97J1o5ObJxbQkTiTGsnTY47T84UOuZKYAIBNEVo16isjsdLNBZXmcSbnB/D6PISBwOSMZZ5Utbb39sVbIsVVUvQQKZYNv98RcNf870MmVrweMY97+zYxu2paO9YJwVqoQDGXX90F69dzP49XWOZrcvR0cHJAkCa1Wi0ajIT8/31zBLm8nUNvX2tIVJFMjkY1N5fE8daiIOoJUA7i7uyOTycxf3odtPEh5mB7excXFJCQk4ODggL+//wN9gFcnVvmlKtMojtrKqaYxTPOj7sWHqbYgSRJodTR0ckdwlVGkLUWjK+VU8g0WHN9NWlEBQxq2YPfkF/n1wkm+eHQ0fVd8RZamiI3Xz7M39hp7Jr/E8cQYjiREY6NUojXoERBYNHAc45u3Z2vEJXKK1ShkIhvGPouvgzNWcjktF3+As7UN+6a8gqdt1Q7RDlYqim86xp9NuUH3gAYAiIKAi7UtM7atpLmHNx18gzgcH4WXvSNBzm4YJSOOKmv2xV5j1Nol6IwGFKKM//YbxbaJz+OsskEll3N82muAiFqnZVij1ljJZajkdpV8mdxs7Hija39WhZ9hYEgznm3XnXOp8awOP4uEhN/NobHfnTlIobaEYGc3sjVqMzkCcLa2QW804OvgjI1CiUanrXCurb38UGtLafr9++Y5bs09fDjy5Ov42DvS0tOXS+kV9XRPte2Kr70TY5qG4mnngFyU0bFeIBuuXSC1KJ9TSXHklxTzeMuO6A2VSdn9QG0YGVbnmPfjeLe6e0dFReHq6kpJSUmV7t6mJX9LwtLnWlpa9j2pqyDdGXUEqQZQqVQV1v8fthb4W+Pl5uZfJd1aAAAgAElEQVSSk5ODj48Pjo5Vj3e4n3ndKZZerycxMRGg1lvjaxKjPIkTBKFG5Kg27AZkMhkao4Hevyxg/ZgZxORmMmzV9+aBqF+eSOdSejLfD5rA+bRE4l+az+H4aApLi+kV1Jg1V87y6u4/6eQbZF7meqVzX1p5+hL89dvm8Rsu1rYcfuI1rBUKFp3aT0R2OgDj/1zK6tFPVxqxYae04onWXRix5gcA2nr7mzVPY5u1AyTaegfwXo8hjF63mNe79OdSWhKDf/+G5MI86rt4sGjAOH4aPpXJG39CZzTwyl/rGNcsFJloQGe8io3iBkapAUpZMI9vXM7h+ChmhHZn+bApDGnYkr9irhDo5MrMdj2wUVjRztufnGI1rjZ2fD1gHAv7jyW7WI2nrT3fnjnI+we3AfB+z6H8evEE5fFixz78cfkMjiprPug5lNf2VLQl+KTPCF7b/WeFIbfhGSm8f2gbIxq1ZvP4mTy/YzU7o8Nxt7Hnza4DGNaoJSICWcVFRGan07FeMMV6HY4qa74bNAEvO0dWXjpJbG4WQXZOGAyGOpF2LcPGxgY7Ozvc3NwwGAxoNBqz4FuSJHN1ycbGxiIdq5Ze1jONM6ojSHdGHUGyIGqDIFniRmA0GjEYDOTn5xMcHIyV1e3L+XfC/equMwnfHR0d8fT0/MdrYEn90N1Cr9eTlJSEJEkEBgYSExNz553uAEsTJC0Sr+9Zz4W0ROytVHx1ap+ZHJmwN/YaVnIFA+s3R0CknU8ANgole2OuMXvnaiQkTiTFYiWXM6l5B17r0o8BKxeZyRGUOVnP2rGKNaOf5lw508WtkZf4+MgOjjz5GvMObOFkUiwtPOrxXs+hbI+6TFhqAm28/JjYogNj1i7h/Z5DebVzPwCe79CTvXHXkChbaurz20Jz7tE5GYxY8wOxL35MM3cfrmSmYKtU4mpjhVK2GLgOgCj8hY2iMdsmzMDny7dZcu4woiDwn+6DcLexw1Fljb1SxaJT+0ktyuf1Lo/iYKXik6O72BEVzu8jp3E6OY7wjGTGNgtlRrvutPMO4M+rYbT3CQTK5tENadCCUWuXkFKUz5bxz3Fhxn9Yc+UsXnYOPN6yIwWlJRWqViYcvBHJvG6DOJoYzYe9hrF5/HMYJCNavR65IJJSlI8EjG4aipVMRvulnxKfnw3AyCZt+GHwRCSp7Hsjk8mwsbFBq9VWOk5t4d8gCjcd89bj3ururdPp0Gg0ZndvhUJhJkv36u5t6XPVaDQAdUts1UAdQbIgLE0eTPFq4u9TWlpKQkICgiDg4+NTI3Jkyqs2RdqSJJGbm0t6enq1x7M8qApSSUkJ8fHx5mnkphtoTfOwBG69ie+JvQaUmRl62TnyWd+RWCuU7I+7ztaISxgkI4WlJRyKj2TW9lUUakto4OLB7yOnc2Xmeyw7f5RGbp6429jz/ZCJKGVyLqZXtlc4mhCNu21ZtWRmux5suH6en88fY/6RnVzJSGHJkMexVijRGw1kqgtJzM9l7einGdKwJUajxMZxMyk16CnSlmJvpWJrxEVSiwroH9KM1VfOViJ2pQY966+dp3/9plzJTGFcs3aIQjQmcvQ3riMIkYxv3p5lYUdZcekkXw8YRwefAPJKSyg16Jne9hE2R1xk1o4/WD5sCl52DpxJuUHrJR8xqUVHJrfshFGSEBG4mplCC8967J78Ihqtlvj8HBxU1myZMAulTMbPF45jo1Dyaue+LDq1nzHrlvD7yOnIRbGSFquhqyfhGSnE5+XQxTeERt+8w4Vn52GQjOyLuc6i0wcoKC1mdNNQZrTtxtoxT9Nx2acAbLh2niENWjC+WXv0kpFMTSGJmjxCfQIwGAyIBsst098O/yaCZGp4qQqCIKBUKlEqlTg5OVVw987Ozja31t+tu7elRdp1FaTqo44g1QC16TJtil+TB67Jg8fT05O8vLw773AXOVniBnXr+RmNRlJSUiguLr6rSteDIEi3m/v2MIjFb4UkGXm72yAKtSUYjEY+6jWcH8OOkFZUwOtdHuXtboN4cvOvBDq50mn5p2aBcVROBo+u/Jr4l+bTzN2HYGc3QOLgjSi6+tfH39GFhPycCsdq4u5FbnExM7atxEah5Nl23XmiVWd6//Yl/o4upNwUQYdnJOFt58QHvQYhCoWIwl6MkhsCrYlISUMQBOSijPNpiQys35y4vCyUt/lDwUomN5OOTr5ByMXYKrezUyYSclOg7ayywWA0opQr+PHEHlZcPImHrT1LhjzOE626ICExsUUHrGRypm35jaVhR1gadgQvOwcin/+Q3BI1uSXF7I29Sjf/hkTlpDNq7WJSi/IJcHRlYf8xNHbzYmvEJT44vB2A61lpPN+hF1+d3GfOyVZhxdxH+jP/6E7+vBqGzqDn7Iy3EASBvbHXGb12iXnbsynxRGWns6DfKEKc3YnJzQRgV8xVHmvcmimbfmFb5CWgzN9qxYgn6RPQ6L6QpPuN/w+kzFLu3pYWaRcXl42oqSNId0YdQbIgLOldBPdOuIxGI2lpaRQWFpo9eAoKCh6qGWqmWKactFotCQkJKJVKgoOD76pqdj8JUnX8jR6kPgLKiHF6ejpWVla4uruhsrLFYDTga+9MYWkJnZZ/hlpXRoIWntzL1wPGsfvx2WyNvFSp+yqvRMP+uAj6hzRl3bVzNHH35rXdf/Jsux581Gs4Uzf9Yq7qyASRT/uOZMm5w7Tz8WdUk6Zob2r0brw4H0EQ6L/yK/ZPeYXmnr7YKCRE1iMKBwEQBQAvQn3msuHqVTr6BrHmylnm93mMQ/FRvNChJwuO7aa0nIbHSWXDhObt+eDQNj7oOYxJLTqiM0SiqOLrU6QNICqnbJ7ZJ31GUGrQ8/b+TXx35iC2Cit2T36RXdFXGfTHN2RpiuhYL4iVI6dxcOorvLhrLW29/fmg1zC0Bj0OSmtEQaRRg5YkF+bzxKZfzdchPj+bFZdOsmzYFCa27MCABs04mRRHTG4mcx8ZQFf/+my+fhEPW3tmhHZj/40I/rwaBsCi0weY2b4npXo9C47trnQOv148wZf9xxDq7U9jNy/GNgulqbsPhaUlHLwRYd5Oo9Py+IafyHj9CzDqarXL7P8DWXkYjmly97azswMwL8dpNBoyMzORy+UVCJOJFFmaIJkqSPcys/LfhjqCZEGIolils21N4t0tQdJqtSQmJiKXy6lfv76ZaDyMAnIToSwsLCQpKQl3d/fbjjip7XyqE+NOonFL3LBrKhY3DcM16bYElRV/Xg1jdNNQ5DIZj29YbiZHJrxzYAtPt+3KsZtGkm29/Xnjkf50D2iAWqtFJgrE5Gby+u71vNChN1E5GbxzYAs7Jr3AyafeYOWlU8hFGbPa9ySpIJdpbdrjYBWDjWI/oECj645CFNkTE8Pux19GQGTDtbOMa1YflfzgLWeRhsAhOvuFYqdU0cUvhNFrf2T92BnklxRzYOqrvLJ7HZfTk+nkG8R/+43icHwk7/ccis5oIDong4auwUAz4Eq5uE2BBqQVHSVm9kfYK1Wo5Ap+On8MgKmtOxORlc6ru9eZ9ziVHEfPX74g6oUP2Tv5JcIzU1gadpRXO/fltwsn6RnUEKUo4+cLxyos/U1r8wj/6T6Ip7asYGd0OL4OzrzTfTB9gpqwJ+YaI5q0ok9gY1ZfOcNTW1dwOD7KvK/6JkGViQKZmr9HpJigNxrRaLXMat8TeysVS84dYWf0FSY0b8/5GfPo9euXJBXkAlCs13E25QYdPf0tel+6Ff8fycrDcMzquntrtVqL6oVKSkqwsrKqkXTj34IH7zD2/xgP2xJbYWEhsbGx5hb+8j8ASztzW4ogmfyN/P39cXNzu6cb0P0gSMXFxcTExGBtbU1gYGCtdtTdy/4Gg4GEhATUajXBwcFlIxPsbNEZjWRpimi3dD5qbSnhGSmV9s0vLSa3JJ8XOvbm0eCm7Jz0AkcSomn343xGrl3M8cRYvO0dmd7mEXKL1XTxC0GtK6X3r1/y0eEdNPPwobNvMF52Dmh0RbjZnMBG8RNwGQjDRvEVcjGSsLQbtFnyERp9KdkaNZBQKRcAQbiBp501dkqR9WOn087Hnz6/LeRieiJ+js78NGwKGa9/zoJ+o/j29AGGrvoetU7Lm/s20nLxh/T69RvyS55Ao5sFDAGeR5KeRZLkrBwxjV3RVwhZNA+jZDRXuAbWb8bKy6cq5ZJcmMfF9CRslEpGr13C7A696PXrl7jY2HIoPopl549hJf97aUQlV/BpnxEM/uNbNl4/T4leR3ROBlM2/Ux4RjJHE6Nps+RjEGDT9YsVyBGUde/tig7HYJR4rFFr8+uiIPBixz7EzP4Id1t72nj742HrgMFoZHX4GYav/p5fL57gu0ETKsTzc3CudY+i/wWyUh3Upou2yd3bxcUFPz8/QkJCKrh8Z2VlkZKSQl5eXo0F+BqNpq56VE3UESQLwpI+SKZ41SE1pmWf5ORk/Pz8qhwZ8rB5NBkMBoqKiswjQ2xtbe85Vm0TpLy8PG7cuIGnp+cdzR9rmsu93IBNDuMKhcI8DFeSJBBFNl0/z+t71pOQn8P1rDQ6+QZX2t/T1gEXa1u87BxYOXIaT2z6lW9PHyC5MI9L6UlM2rCcsynxvNSpD2uvnOPrAeNwsbbFIBnZGnmJuXs30s4nAGuFgQH1WyAX91ZxXlt5um0n4vOzeWPvRvoENcZO2aDK85GkAApLtTy/cz1WskI+7BXE8emzGNywASsvnaTp9+/ReflnnE9L5KVOfTj91Fy0Bj0/nitzvD6RFIvPl2/z3PYwzqe2QqdvjEaXgc5gwChJvLhrDYXaEsJSExjeuBUABqMRuVj1X9RyUcbF9GSGNWrFgRsRJObnMqB+M+bu3cCGa+eZ0rITNooyV/cufiFEZqdzNTO1UpxlYUd5rHFronIy2BkVzh8jp9M7qDFQRoDGNA3lvZ5D+PjITsJSE3iv51AG1m8OwNKhkxnZpA0T1y9H9fEs+q34iri8LN7rOYQPew0H4Ivje+jmXx93mzLPqUENmuNp61BpFImlcb9NIk3H/F8Y+XE7lHf3trGxwd3dHTs7O4qLiyu5e9/t51tSUlJHkKqJuiU2C6I23K/vFO/WZZ/bCf3ut8HjP6GkpISEhARkMhkODg535eRdG/ncLoYkSaSlpVFQUHBbvZGlc7mXqmFSUhKenp64uLiY8waQkFhy7oh5229OH2DBzSWptKIyPyK5KLJkyASMRpHivDwEO1t2RodXOs63pw+wftyz/HLxOMU6LbGzP2bfzfb7QfWbo5CVIgprgZFASaX9IQ97K1tEQeBYQjQL+4+9+XpP4GC57bwRhK5Yyw0cS4hha2R9hjUMQibuRhB8ae7hw+AGLfhp+BQ+P76HRaf24+/owjs9BrN69FOM+3MpRklCo9Py68UTGCWJYY1aEp+XzfS2Xdkbe90s6H734FZWjpyG1mBga+Qlprd5hLW3tOHXd/Ggmbs3rRZ/yKimbckuVvNMaFeyNWp0BgPnUuPZF3ed3Y+/yLwDm3GysuZ2n57eaER286G++spZhjRswc/Dp6KUyVCIMiKzMxi5ZjFhqQk4qqxRyuT8MWo6eqMBEPBfOJdifZmp5qnkOPqv/JqI5z9gdodefHfmAGlFBeQUaxjasAWtPf14snVn0hKTKnjz1Nayyr+hgvSgtIWSJCGXy7Gzs6vS3Ts9PR2lUlnBTuCf8iwpKakTaFcTdQTJgqgt9+vb4W68giyZW01ile/+Mjm61hS14aRdXZPKBwVJksjOziYrKwt/f/8qK3ACQgVTwi0RF2nm7sPV595jd8w1ckvUjG7aFitRjlGrx87Onmx91Z+JWqdFRGBUk7b0r9+Mw/FRxOfl3NTelCIXfwSigGGAH5B4c08RGAT0QiVXkPfGAvbFRWAtNwCngD5AWyACcL/5/+eRy3xwsbZl1NqfeKf7YJ5t1xeNTkufIHfa+QQyYs1ijt8cXnsxPYld0Vc4Pv0NHmvcmg3XzpvzbulZj4jsdObt30ywiztN3X3M7+2Lu87UTb8wv/dj1HfxQBQEVo96incObCU+P4d+IU34ccjjHIiLILEglwEhzWjj7ceu6CsUlBaT8PKnPLN1BU9tWcGz7brzVf+xBDu7IxdFAhxdzV5FJjzesiM7o8t0UaHe/mWWAYJAv9++Iqu4yExaewQ0pLGbF1+c2MPb+zfx07ApZBUXmcmRCRqdllXhZ+gf3IQB9ZuzL/YaPvaOfNxjKEpBRNLpcXZ2Rq1WU1BQUOFBamtr+49T6+8G/xay8iAJ0q2jlcq7exuNRrOdQHXcvesqSNXHw3XX/3+G2tYg3W5ZzPRwzMzMvCuvoAepQTJ11hUVFREUFIRKpSIjI8MiOVnaKNI0jqU6xNPSuVRnf6PRSHJyMqWlpRWG9laxIU+06sycvRvML31ydCfhGcmsHf0MGMomwRt1ehAE5HI5rgo5zT18KmmVxjULRa0tZVb7nvx28STP7SibVB/i7M4zoaFA5M0tdwNTgO+APOBJwBZYgCikYW/lzrBG4xCQIQgbgfVAK8pIVTwQBjyGTHAn66ZI+Xp2OjJRRYCTLTLhJHF59c3kyASd0cB3Zw4yvll7M0Fq4ubNE6270GHpJwB8eGg7B6a+wojGbdh4vWyb3TFXCUtNIHzmu5xJiqOLX32uzHoXAYH80mKsZHLaePuR+up/ORwfhefnr1Nyk6i09wlk64RZxOV9zW8XTxKfn82PQx7HWWXN3ikvMWXjz5xIisXF2pbXuvQj1NufZ7f9TmM3L17u1JcsdSFutvbsenw2nxzdRXROJgPqN+Xptt1YHX6Gt/dvAiCxIBf5bZZ29EYDEgLWcgW/j5yOXqenICMLW1tbFA4OZl+e8g9StVpNRkYGOp3O/BC1tbW950ruv4WsPCiCdCcnbVEUzZ9jeXdvtVpNbm6ZYN/Gxobs7GwMBgNqtbraFaRvv/2WnTt3AtCjRw/mzJlT6f3169ebn0Fjx45l0qRJ93KaDyXqCJIFcT/a/A0GA8nJyWi1WvOQ3OrGspQW4W5JgE6nIzExEZlMRkhISIXOOkvkZMklNlOF617HsdQ2QdLpdBXsEKq6cZrN7AxGZrXvSUpRPj+eO0KxTke/kCYsHzYFo05nvvaiQoEkQnxBHqUGHdsnvsCotYs5mxKPUibnidadea59T4w3HxCfHttlPpaEhED5h8YBwAZ4B8gA3IC5gKmSlYkofI8kfQwEUlZ1Crv5H4AzkuSM1qAnS6NGQOCljr3JLVbjbuOCIISTrXGu8tpkqgtp5xPAS5360MjVk7HN2vHCztXE5ZWNL9EZDeSVFPP94AkMatCcvbHXCHZ2Y3bHPkTnZNA1sAHvH9rG8rBj6IwGJrbowNcDxnIsMYZ+wU2ZsvFnMzmCsuGzX5/ax4axz+Jha09SQS5yUYZMlOFpY8+OSS+glMmRCQJpRQWsvXqObwaOZ2STNrxzYAtfntxLB59Ajk6bw3+6DyJbo0ZrMCATRJ5o3YW+wU3YGX2FdVfPsmzYFN47uA2d8e/fi0KUMa5Zezxt7fm0z4ibXxD9bR/k5R+kUFYlNT1Is7Ozze+bluOqq7f5t2iQalOk/U+423O9nbv35s2b2bBhg/kzXrNmDV26dMHPz6/KOMePH+fo0aNs3LgRQRB46qmn2LNnD/369TNvEx4ezpdffkmbNm1qfJ4PI+oIkgVR2xokk3bHzs4OX1/fuxIMWpK83c15qtVqEhMTcXFxqSQet7RdQE1hErubKlw1iVMb0Gg0JCQk4OrqWq2OP0mSkHR63u02mM/6jDSPr1BImMmRTC7DKApM3vgTm65fAGDJ4MfZP+UV1DotKrkcjU7LtohLTNvyG+q3viFDXWCeIp9XUkxuSSm2yqaAaeL8dmAf8AZwmr/JkQlG4CjQnjKCVB5NKCgtISq7kLbe/nz+6Gi8bO1vkhwByCTUJxgHKxUFpRW1TmObtUWjK+WtrgNZd/UcLX74gJTCvw1Sp7bqzKbrF/js2F8sGTKJhf3HYK9UkViQQ5CzG58e3VXBxPGn88fQGvR8M3A8qYV55JcWV7rGe2Ov82LHPrT44X3mdh3A+GbtyS5W8/b+zRxPjKGDTyCvdu5LUmEeOoOenoEN+fHcEQq0JXTyDeZkUix/Xg1jWKOWFJSWUqzXcSwxmvj8HCKz03mxYx/GNg3lQloiWyfM4vmdq4nOyaCBiwdf9h+DjVzBwRuRdPQNxFoSuZtfwa1T62/XZm5ra3tH1+d/QzXnfoq0y6Mms9jKu3u/9dZbPPPMM3z22Wdcu3aNb775hnfeeQd/f3/69u3Lq6++WkFK4O7uzty5c81/hIeEhJCSUrGyHB4ezpIlS0hOTqZ9+/a88cYbNZ7W8DChjiDVALXZKWaKb4qXm5tLWloaXl5eODtX/Rf0P8GSuVWH2JRfBvT19cXevvI0d0sSpJrEKa83Cg4OrpFo3NLu4iaYPv/bXcvbwWg0IgNKi4uRy+UYJQmtUEaMBIMRoyjy+6VTZnIEMGP7SvbGXmXZsMmo5EqKtKU8vvFnJCQupCVy9bn3SSzIZXvUZXzsHbFXOqI3PoVcXE1ZJcga6AX809BeGZLUAkGwATQ3X/NBaxiBQlTRysuRdWOe4acLxzl4I4Jm7j608PBAIeuBwFm2jH+asX/+Qoa6EJkgMq1NZ0Y3bYFWL/LG3g3M6z6YbZGXSS3Mx1apZGa7Hsxs1wONTsuA+s1IKypg1NolRGSn082/PmtGP8Pym55I5bEm/CzLhk7Gy96RTeNmMnnjzxXmz4W4uBOemcKklh1p5u6DBHRa9imJN72IIrPT2RRxgWuz3ifY2R1bpRWdfYNp5ObJvG4DSSks4GhiNDJRwMfekR1Rl9kTe42Grp7M7tiLDdfOM655Oxq7e2GrsOLis/9BvPkd0ei0rLx0ikf8QlDebEi+VxNXU5u5qdXcaDSaTQzT0tIwGAwVluPKP0j/LctdD4sGqSZwc3PDxsaG0NBQvvjiC6Kjozl27Bg3btyodIwGDf7uMr1x4wY7d+5k1apV5tfUajVNmjTh9ddfJyAggLlz5/L999/z8ssvWyTXhwF1BMmCqI0KkmlJTa1W16iycT81SAaDgZSUFHML/+2WAR+GClJ5vZFara5xl4+lR4WYOukKCwtrNGhYUsg5mBjDf4//RV5JMeOahfJCh94YJSO7Y69W2n7dtTCmtO5M3+BGbI+8XMEI8ZeLJ/jg0Dbzvz87+hfhM9/F2XoigvAEoAPOAYuB6cBmoLz4Ww50RhBykaTPgDjKSJUXBmMRCtGA1iDR57eFnEqOA8pmjm2+foHzz85BJY+no28JN178kIT8XDztHJAJGdgoNmEwjuL9XsPYE3ONrwaMxc/BBZlY1jkXk5tBYzdPCkpL6LtiIXqjER97Jzr5BiNx+zl6Bknizb0bGNusPb+PnM6w1d8BZeM83u0xhHcPbuHr/uM4lxrP/rjrZnJkQpG2lJ/OH+O1Lo9yMimWDj6BROdmYqtU0djdhtaevhiMEoP++Mbsi7Q96jIrLp0k7Jm3SS/Kx1qhJDE/h6bu3ghGKEXC3krFE607YyXI0CNRqCtFLoh4+NWDUl2l87gbiKJYpeuzWq02uz6bluIexNLTg6jmPEgNkiWPW1JSgouLC4Ig0KBBgwpEqCpERUUxY8YM5syZQ2BgoPl1W1tbli5dav73tGnTeOutt+oIUh3+RvkHookgWeqHZDQayc3NxdbWtoJ2515wv3yQTMNxra2tb6uRMcFSpO1etUymqoxJb5STk/PAZ6mV399U2RIEodLnL5MJCIIOEDEYZP94TJlczv6EKIau+s782oW0RK5mprFo4DgCHF2r3C/IyRWVPJ5Ap7KKZX0XD3zsnfjkyM4K26UW5fPOwS3M7zMce2UkgvAdZSQJIAJJeg1BWAXcAPyQpHEYJB1XMwQ+OforTiobegc2pk+QM4JQikpuzfWsVDM5MuFSRjLfnznOc+26YiXLRhAiaOSWQFnVKgtJeoOUwnyUMjlF2lIupyfz59VzLAs7hp3SimPT5rAl4jJHEqLRG400cPHg4BOvsu7qOQ7diGRq6858eaKih9OYZqGU6nX0DGxMobaEfsFN2DZhFrtjrvFc+x6429pzPjURG4WSQCc3DsVHUhWyNEUU63TkFmuot/ANCkpLEAWB6W268mX/MWSqCyuZRmZpilhy7gjPhHYlIiudjvWCEAUBvV5XVhXUF6OQySiUtAxd9Z35ej0a0pR1o59BZpQspju81fX51iGsoiiSm5tbZddUbeDfVkGy9KiR6oq0z507x+zZs3nrrbcYPHhwhfdSUlI4fvw4o0ePNuf5sHX71hT/W2fzgGESx1rih1RQUEBOTg4qlQo/Pz+LLN3UdgXJ5Irt6emJs7PzHXO2FGm7W1JSvipTvipXG3YB97p/SUkJ8fHxlTrpBEFAoZCAcAQhDElyRhT7YjBYYTBUfb21GJl/C6kB+OPyab4ZOJ43HnmUny8cJ69EY36vT1Bjgpytge/pHvAuTd298bZz5FpWKh629gQ4uRKXm0VqUT4A59MS0RmMGKVARD4HrqHRKRCEILZcv0K3gKl423ugNxajELPIUEOnZV9SrNfx336jaOFZjzl7NxKRnU7PwIbM6dKfgrlfsTTsGO8e3GKeEReekUqR1oBSbo+VTEIQooDeQFskivC2K0EQnGjnE8B/DmwhNjeTAfWb8WGvYczYtpJHQ5qi0ZU5EX/ZfwwLju/mq5P7aO7uw9Fpc9AZDPx0/jh6o4HxzduzaOA4xqz7kd0xZVU2f0cXTkx/g95BjREEAbVWy6KB49gSeYkvT+xh47iZvCiuMXstmTC5ZSes5QombVhuniVnlCSWhh2hd1AjhjdqRSNXTzxsHZjZrjshLu7E5mYRlZ2BjcKKQCdXIrLSaejmWcHdVyfAxPXLK5DJ3TFXeeFYof8AACAASURBVPGvtSzsN5racD0ShIpDWPPz88nPz0er1VbomqpN76V/C0GSJMsMBi+P6hKk1NRUZs2axcKFC+ncuXOl91UqFQsWLKBjx474+vry+++/VxBw/y+gjiBZGKbqyr0y/vLDUF1dXdHpdBb5cVhag1SebJXPOSAgoNpzgx6EBslgMKAuLsLZzRlf33qYdjOVsS1pF1CT/ePi4vD29sbJqaKORy43AOsQhGM3twc4jEz2DpLkUCUJFgSR7GI1AM09fJjZrgcNXDyIz8+hVK/DVmHFlefe5bOjfxGXl8Ws9j3pFxKIKBiAWWSo8zj65BxWhZ+mjZcf4c+9S2J+LkHObqQU5vHUlhWEevsjCgJFWvju9AGmt+3C7F1r2Rm1tIJmZ3STtqwc+QRedqB+axEFpYWodRJtl3wMlFVNjiZEsy3yMnsnv4S3nQMnpr9Bn18XkqEpZED9Zrx3aCuLTh1gepsufNznMXQGAyeTrtLU3RNfB1tsFGH4OjRmzeinMEpglIx8enQXq8LPIAgC01o/wror5+gR0JCx634EYEKLDlzNTKVfcBMW9BuFKIgUlpbw9NaVZnIEkJCfwws7VzP3kQF42jmgFGV0829A2x8/JjI7nUvpyfwy/Ale3LWG7GI1tgor3u0xmHoOTuyNvV5h0K4Jm65foJ1PACemv4HBKPHh4e18dWofbb39eaf7EIxGI/ZWKqwVShQyGZLBaP6clXI5e2OvVYq54VoYS4ZMolRTWVhuaZSRdgWenp7mrqny3ksKhQJbW9v/995LNbmv3ytM5/kgCNLy5cspLS3l008/Nb82fvx49u/fz+zZs2nRogUffPABM2fORKfT0bZtW5588kmL5fkwoI4gWRg1qdSY2uFFUSQkJAS1Wm0xM0VLG0XeugwEd2+oeL8Jkk6vQ64QsbJTIABx+dfxsK2HKMhQya3NbbH3I5eqIEkSmZmZAFUSzbIbpQ5BOH7LniUIwjZksjEYjZX/WheMRkY1aUNTd2+GNmzFVyf3sjniIi09fZHLysTaLipb3ukxGGdrJQIFCMKvlPkS+VLPYRRIMh5v0ZFl54/y9v7NlOh12CiUfNJnBNsmzkImiGh0WpytVZxLjWdwUXNOJMZUIEf2Sit+HTEBpezaTQ+kDKzkM7maaUvE8x9QatAhSfDdmYPMP7KT08k32Hj9AvVdPIh/eT4pBfk4WVvz8eEdGCQjT4d25+tT+/n48E6zRmpUk7asGDERO6WCy+nJLAk7zOtd+hOWVvYd3Rl1hQ97DeerAWPR6LQU3zyPGaHdaLX4Q5IL85AJIr4OThyf/kYlZ22AA3ERLB82hR6/fMHBqa+glMnN3XLj1y9lYf+xRM/+iIT8HEKc3clUF6IQZXjbV+1X5mXnyKH4SGZtX8XPw6fSxtuPRaf3czr5BlsiLhHx/Ad8enQnxxJj6BnQkFc698NGrkInGTEYjAQ7uxGbm1UhprPKFoMF9ZD/hPJkpXzX1O28l6ytrc3VperalPzTMe8X/ld0T9UlSPPmzWPevHmVXp8w4e95f/3796d///4Wze9hQh1BqiFufSDeKxEpKioiKSmpQjv8wzQepKpYd+PkXZs5VSdOQUEB9k52lBjUnEraz8nk/YAECHTx7Uc7nx74BfhSrK5qTIZlc6kKJjG+Tlem3bm9GD8bqhxmkWF+XRRFZDKZeYK7TII3uw5AJoi0W/oJ17LK5oTtjrnK6vAzRDz/ASUGHQtP7uPtbn2wVswH1Dfj5iEXo5Gkz0gqzOXV3X+aj6jRaXlx1xoeDWnKscRoQr0CUMpk/DR8KmlF+YTNeJtzKQk8vXUFiQW5rBo1DWt5LoKw+GauIjpDIOEZF3lszQ9kqAtp5OrJd4Mm4uvgTHJhHs7WNiw5d5j+Ic2o7+JBRHY62yY+z68XT2AtV/DR4R0VrsL6a2FMbtmRgfWbk1yYx5H4aPwdXZjQvD2J+TnsnfwSKUX59A1ugpNKScor72OUJIyS3jy41iAZydKosVNa4ayyIbfc0iNAA1cPjJLEpfQkCrUliILIoAYtWHvlLBqdlhnbVjJnz3qGNWrJ94Mm0vyHDzBKRtJf+5x2PgGcTYk3x7JVWDGzXXdmbv+DUoOeGdt+J/6l+XjZOZBWVEBKYR6/XTyBzmjk4I1IDt6IZFPERfZPeYX2S+czs10PTj31JmuunMXdxo7I7AyWhR3l1c590en03A8K8U/f99t5L5n0SzXxXvo3LLHVhgC+uLi4btRINVFHkCyMu13KkiSJrKwssrOz8fX1NXeNmGI9DONBboUgCOYb3L0aKpri1LaTtiRJpKamYm1jTWJBDEqZFSeT95XfguNJu2ns1ppiXRGuVt41zuduCZJWqyU+Ph4bGxt8fX25dq3yksnfcX0AJaC95b2mFOtFBFHgVEoc7jb2+Du6IOgNSJKETBDZHHHRTI5MSCrIJSEvm0WnD2CjUCIIZ/mbHJlQgt6YzB+XK89oA1h39RxGScJFZUtkTjrPbvud3BINSpmcVzr3Zd+Ul2m/dD4D6jdAENbzN8HrQnROHs9sW2mOFZGdzvDV3xP34sfoDAa+OX2ADvUCsbdSsf7aOWa170W3nxdwfsY8frlwosp8tkVdJrekmIjsNI5Ne539cREMbdSScc3aISGRU6zB01aFXDyFt/1RQESSunNp5lxCf1xASmEeal0pm69f5D/dB/PK7nXm2DJB5N0eQ9Dq9XSsF4SASJamiIX9xxCZnc6Fm5UqVxtb3uo2iEJtKUMbtSSnWM0LO1exb8orfHZ0F3vjrlHfxYM5XR7lUHwUB25EAFCoLeFCWhJN3X3Mo0dSi/JxtLJGJVcwqklbGrt5kaku5MCUV+mz4gtCnN1o7x3Alyf30tk3mEsz/4NcEDFqdbedC2dJ3A1xuNV7SavVolarzQat1fVe+rcQpNqoWtXNYqs+6giShXE3RMRgMJCUlIRer69yZISlSY0lqjVGo5HCwkK0Wm2N2s6h9kXaer2ehIQERFHEy8eTInU20TlVP+Rjc6/h51gfSZQQjPd+E7zbG6ipcuju7m5uvf2nz6pMBzEZQfgFMHUoBVKi783p5AQeW/O92UCxq399dkx8AStBJCwjiYRb2s+hbF5biIsHG6+fZ0G/0ShEBaDi1oGzMqGUeg5V+xq529hRqC2hQ71AQhbNY2CD5oxo3BqZILIr5gpJBXkkvvwZomAE6gFPA14YJUdySxKoZ+9EcjlDR7WulL9irtLay5fL6cn8PHwqQU6utPMJQCYInHn6TRILylreb4WVTE6/4CaAwK6oK8zp8iipRfm0X/oJRkniydZdeL5DTwThGILwN/ERhBu424zk0z5DmLKpjLDN2bueyzPfpaVnPX67dBJruZJnQrvhYl02927vlJeQjPDiX2uY3/sxdk2aTUJ+DlqDnsZuXugMeqzkCkY0bo2vgzMBji4k5uUwt+sAXurUhxt52Xx27C+OJESjEGXojAYEBAKdXMlQF5hzG9ygBavDzxD1wodcSk/iZFIcV7PK9FIXZrxDYkEO/o4ufNz7MSasX8bKy6c4/MRr99Xh+l6IgyD8PVPM5L1UXFyMWq2ulvfS/caDsjN4UEtsdagjSDVGVWaR1SE1Jv8dBwcH/Pz8bjsy4mGqIGm1WhISEgBwcHCosWNqbS6xmZb/nJyc8PDwQCbKcLRywcXavcoYjipXbJXVN2C8m1yqgiRJ5OTkmI00y1cO/wl6vYhc3gJR/JyyAa/OlFWVYOyfP1Zwlz6aEM2nR3fxn26DyCgq5NHgJsytIqYoGImd/T4GKR5RUALzgR2AqeVdoFjvxKQWQbx3cCsZ6kLzvj72Toxt1o4Fx3ezO+YqWyfMwsHKmuXny8Z1TG3VGX9HF65kpNDc0wcrWWdE4QoycRWioKN7QEcuz3yTjsu+IConwxzXXmlFpiaftWOeIdDRlZxiDV+c2EOmppCRjdswpGFLAhxdecQvhGM357JNatGRhf3HkFyYR4a6kANPvMLCE3v54PB2c9y392+ioLSYed0DsbtF/iIT9zKxxXz+vHYZZ5UNz7XvwcmkWDZeO89X/ccSmZ1BYzcvFp85RFhaIl396zOlVSc+7v0YHxzezke9h+NgZY0kSVgrlMTkZtL958/Nwuy3uw1iZrseNP/hfXoENODTviP5YfAkirQlKGVyfjh7iIT8HHJLNIRnpKCUyXmv5xBUcgWvdO7HS7vWsv5amDnfLn4h7Jw0m31x15m3fzNf9h/DX4/PptXiDzl0I5IeviHmZdbahKUe4qIomsXccGfvpQehB7rfx7T0eUqSVLfEdheoI0gWxp2IiCRJ5Obmkp6efsflqfvtfv1PKCwsJDk5GTc3N0RRRKPR3HmnWs7pdnFM/kblB/kajUacVK7YWzlxJGEXuSWZ5u1drT1p7NYaEQFdqaFGXh7VOSej0UhqaioajabKyuGdYuj14s1KU3Og7Dt1Iz+bLE1RpW13Rocz55H+dAtoQHx+Nu/1HMqHh7ZjkIwICKwY8QSiUIC1YgFgqjC5AC8ChUA4RuNoIrM1nE2J4fyM/zBv/ybOpyUS6u3P290G8cnRXaQW5jOpRQeisjMY8PsijDfz/+XCcRYPnsSEFu05EHeVR0MKUcj+MOcnF+NxsMph8ZDR9PntewA8bR14NKQhKrmc5IIi0tT5hP443zwH7f/YO+/4KOqtjX9ndrak956QkNBC6L03aUpTAUGqoqKiYL8W1Cvq1XvtinoVy6tioQkIokiT3kNJCIFAIL33bC8z7x9LloSEJoHr9eb5hw87M785M7vZefac5zxnxfFDPNR9EP8cehurJ8/h++T9lJuMPNBtADd98y7JRbkAGJ9byIcHtta7J/8+uI1Xh4wBRKgznMOAKEi8PGgsaaWFvLFrA6tOHCbU04d3BJG2QWF0/vRV0koLAfgueR9fH93D5hmP0SuiOSpBIMbXn/TSYhRFYfDX79TpWhsR15aHf/2BAn0Vj/UayuoTR3jh9zWUmQzE+QXxxdgZdAqNwi47+H3m48QHhiGJIj+nJdHMJ6AOOQLYnZ3Oj8cTmd6hFw/98gOzfvqG0/Ne5Y1h40kuymNws0sbADYWrlfp6VLeS2azmZKSEry8vJq8l64CVqvVSeCbCNIVoYkgNTIuRZBkWSYvLw+TyXRF5ak/gwapprOqrKyMqKgoPDw8qKio+FOMCLlwnRq9kV6vb9B1XHE478PsrvPZm7OJvOpMwr1i6BUxBBERu8OBxWK5ZrOzS11TzbBZtVpNbGzsH/aIqblecF5/iIc3oiC4iEkNon0DMNutuEkOHLKNkXFtuadzXw7nZ9MlrBlhnloE4WPOkyOAMuAHFOV+7LJIuUnPoK9focpi5h+Dx/HGsPFIoohDlpmz7nuWHU/ER+vGv0dNYerKL+vF8OLWNUzv2It+zWLRSm/XuxaVuJ3+zcYS7ulDp7AoPrplPCpxIwqtcVNHcqQwh+QHX8Qhy6w+eZR39mzk08TtvDRoDMtSEqkwG3m4xyAe37DcRY4EBNQqlcs/qTaMNisCIvUJUmeSi9JRq9zJqSrneHE+igJvDL0dAVhy7ICLHNVgb84Ztp49yYS2XThdXsyzm1bxz6G3YbLbSHrgRZYfT2T+ltXIikKHkEi2ZqQxPr4zFWYTD/1yfmxDenkxt3y/kIIn3uTLw7vYmpFGbnUF0zv05OEeQzhdVsTKOx7g19PH+L8ju10+Swfzs5jUrhsCAgoKS1MOMKtTX0qM+kYzibwcbkS560LvpYyMDDw8POp5L9WU4/4q3kuNnUEymZy2DzVZuiZcGk0EqZFxMSJS22E6Li7uij70ja1Bgqv7I6+tkYqLi3PNKPszjAhpaJ2zZ8+iUqku6jquKAo4QCVK9IkcjkOxI4lqREHE7rCTk5lDQEDDrtJXE8vF7k1NWdXPz6/e4N4rXaMhKIqCJIrc1bEPXx45P09Mo5J4vv8t+LkVoVG9Q8fQYVjsg9BKXgyPa4MoGBAELdCQ+/NJQMfE5Z/w5biZBLl7UWUxM//3n5j/+09kPvI6G88c58txMxke15YCQxU6Sc2pCwgEQJGhGqvDjptaS30BOIAVSVQ4++jLmO35eGt/AQ5gc7TAU6MlqTCXv21ciVql4r4u/dh7zzP0/fINcqvKkUSBU6VFuKk1/Hb6vF+RgsLWjDQmtu3Kd8n76pzt1jadqLaa8NVF4RxzAtASg20iT2z4CrvsYPnE+5nWoScORSavqpK00kIX+boQKSX5DIxpxc8nk1ky4T52Zafzzt7N+OrceKTnTdzWphNtP1pAgb6Slv7BDI2NZ0nKgXrrGG1W1p1KZm6PIczuOgDVuc9HhdnIhvTjeGg0vDlsAv8Ychsjv3ufQ/lZdAuPpthgcNkc+Os8UIkCUd5+OGzXv7xWg/+Ew7SnpydarbaO91J1dTVFRUUu7yV3d3fc3Nz+a72XGvucNQTpWoZx/y+hiSBdIy788Db00K+srCQvL++KHaZrr9WYv85qCNeV/Loym81kZWXh6elZTyPVWMStsUqIFosFs9lMUFAQwcHBl72/Nb/KJDTIdhkZByDUycr8UVzs3DVdOrXLfpda42rjcFNJvDfyDnpExrDm5FGCPbx5svcwmvn4olG9DMhI4m9Imt8ACUmMAGajKDLOobIVF6zoi0Ox8/Wtd6MSBX6f+Th3//Q1m8+eINTTm5zqciK8fRGAzMoyAE6WFjAwphXrT6fUWalDSCQ2h4OkwgwGRHcELvRxaoEgVKBR/R2N66PphUNpjtFqYf6W1a495/66BLPdxsuDx9IqIIT3927hk9FTKTXqaebjT2EtcfMr29exbMJsKsxGfjl1DAWFEXEJLLx5Mp8e3Mnf+j6G3loBOA0uH/plict00d/NnXKTkdzqKjQqiY8O/M6oVu1ZuP/3evd+aPM2CMD93frz1u4NdTRPnxzczt57niFt7gLKTEY+GT2VA7kZuKvr+/9EePkyNDaeHVmn+ProXnx0bjzScwhJhTk8tfFHHIrM05tWseOup9h+15Psyz1Ll7BmLD12EEkU8dN5MLldd1SA3Wy5LlmUhvCf8geqwYXeSzU6G6PRSHFxcaN5L/0VRNpms1OjeKVmvv/raCJIjYza5EGWZQoLC6mqqiImJuaq6761S0eN8UdypQ/emod5aGgofn5+f3idxornUigvLyc/Px9JkggJCbn8OUUQRIHc6rOYbAZi/eKd91cWG81Ju/YatV3Gr2XY8OXOaXRYeGrjakI8vZjbYwg+Wh1VFjNqlULd8lkNWuEUeDtQlFvPdcWdh9U+ii+P7CC7Us/cnoOI8PJm1aRpuKv9cShWrA44XJCDyW7jaGEOa04eJa20kHeGTySpMNdlnOirc2fR6GmIgsibu7bRNWw6HppSnBkqgEhk5V4cciFqld+5WOPQWyfzwb7NPNNvVL3S4cL9v5My5yWsDgcvDhrFF4d3ka+v5Ln+N3P70k9c2ZTtmaf4LT2F726fhV1WsMl2igzV3LPmG349lcKc7oO4fen35OurnOW0c8fF+AZQbjLS7L1neXnwWGZ06EWJsZqeEc2Z0LYLK46f1wI92vMmWvgHIwoC7moN8UFhbJ35BKkl+Xx8YBvJRbk8t2UVrw25ja+O7OHpfiOY2LYLRUY9H+3fStugMGZ17kuYpw9tg8L4+MBW/r51rWv9zw/tZMO0R7i3Sz8+TdyORqXCQ6NhT84Zvji8C52kZnaX/hy47zn8dG6IgsCZk2lERUVdy0fqqvCfmlF2qQxsTbktMDDwkt5Lbm5uV0wk/woi7RqC1KRBujI0EaRGRs3gVKvVSnZ2NpIk0aJFiz/0a04QhKvK+lxJbJcTkBcUFFyW0DVWBumPlP1qIMsyBQUF6PV6oqKiyM/Pv+wxgiBgx8oXif+izOTsmJJENXe2e4gIz+aNTpAcDgfZ2dkoinJVLuNXE4dzzAMYzZVkVZbx2aEdAIR5+pAy5+9Y7HZ0UihQcO6IGKyORyjU55NRsYFI7+ZEendFEkMRhI2AJ4rSD5UYwvKUj/hi3EyMViuCRx5e2vcACRUObI67SCkyUWky8e6IO9idnc7SlINE+wZw7MEX2ZebgUN2MCimNdszT6FVqVg0ZjrLUo4xrs1deGlAEhUsDh02h4BdDsNLuwABFQX6El7etpGjhblMbNujnqapwmxEo1LxzJafeHHgaL5N2kdyUS6/TJnL7zMf55PE7RisFmZ27M3IFgloJQdWu8SalCO8vWcTdtnB6zfdiqwozOzUm+mr/q/O+i8NHMNXR/dgtFl5csMKhse2ZVybzry7dzP/N24mCwaN4WBeJv2atUQSRZ7etJLZXfsT4uHN9sxTpJbk0ycqjo3TH2Xur0s4XJCNh0bDxwe38k3SHo49+HfCvXxJmfMSXlotHx3YSnJRLiNbJPCvXb/VicXqsPPqjl/4x5BxfJq4nbeGTWBF6iH+tvFH1z7fHN3DuikPEx8QitVsbrSy/JXiz95y3+S9dB5NJbarQxNBukY01OZvMBg4c+YMAQEBBAYGXtMHvLEdsC/25Vkz5kSlUl2W0F0PV+6ruUe1Y42Li8PhcFxRPLJgZ+OZH13kCMAu21h14v+Y1+PVRr0ui8VCZmYmXl5ehIaGXvVn4ErjUKkcwCY8NTJT23fmt3RneStfX8mHB7ZyX+feaFRTcFN/CMhYHfNYfWIxqSXnsyCxfvFMTpiNWnUb4IUgpCOiZtOMORzIy+doQQ4zvP3RSgBOXYuHZhnTOzzKqTIw221kPPIaP6YeotpixiHLDGgWi0oUGLZ4ISsnPcDMn74ip6qcuzv1YVtGJkWGaobHxWOwVRLk7omnRofe6kBW7CxJSeank0f5bdojbGhgztiEtl05WZxPiKc3CvDD+HtZm5bE7LWL6RUVy6SEbugkNV1Co3BTayiorsDPzYMxrTsypnVHJFFEVhQMNgvj47swKKY17+zZRKlJz10d++CmVvPwYqeAWqOSSC3Jp1dkc3pHxlJQXcXOzNNMbtedWWu+5sfUw3QIieT5AbfQ4ZOXXZ2EWzPSWHsyia13PcE/d/zK6bJiBAT0Vgv/2PErbw+fQJCHJwkfLyCvuoL4wDByqytcg3Rr41RpESEe3rhJam5t04no956ts11WFOZv+YnfZz6O6lzZ+kY/yP9MGaTLHXMp7yW73e4qxbm7u7t0l/DXEGmbzWYkSapzXU24OJoIUiNCURT0ej0Gg4GYmJhG6RS4XjPUasNgMJCdnV1nzMmlcD1I25V+CRiNRrKysurEKsvyFcUjCCKZFfUFyXprJUabHo1G0ygZJJPJRFFR0UVLlFeyxpVCFFUIwi4klZ3xbedzsmQkDkWha3gYlWYrDllAJTRDUd4EcinUF9QhR+A0yTxbkUZLfx8EYQFgwxlCB+IDp3PPT98wvcNTwAAgHzgNGPDQfECn0Fex2mVEoYrpHToCEoJQAFSSVRmGr84NWVFYlXoEBYX9uRloVRK/TJ3L2YpSHLJMXnUFc39dQlppIVHefrwzYiJpD7+MWnWKSO8O/JC8nyMFOYyP78zQ2HhubdMJSVQx2ycAWVHYmnESm8POjllPcdM37/Jt0j6GNG/DF2NnUGSoIjE/i1i/IKK8/SgzG6i0mJm+8kuSi3JxV2t4tOcQXhk8lpzKcl7esY4Vxw9hddiJ9glg4/RHsDkclJuM+OrcCfPyoW1QOB8d3MqPqYcBmNahJ58f2lnPZiG5KJfEvExeHXIrFRYTp+a+wqs7fiGjogRFUVi473dXKTKzspRgD696ppkAg5u3JqkwFx+dG0abtd7oE+d7WIIoiAhq8YY//P6bMytX673033qdNWjyQLo6NBGkRoLdbicnJwebzVbnD+5acT3dtBVFobS01GVW6OV1ZUaJjW1geaWkpKysjMLCwnpC5yslbLIi4+8WQrm57mBPSVTjpvagXK66yJFXhhpxqNlsJiYm5g8LIa+OgDrnyUE17uplvDJkJnAMQUhBUcIAN6wOmTVpy+kfNZLMysQGV8moOEWsXwCSYKv1ahIa1X5+nvIgFRYbhzM60CZwKMEeGjw0a4BbAQWNlHQuhg5AJbK8lTLzaPKrK3ll8DjKTee7rADu7dIPq8PBUxt+ZP20ucR98LzLLyi7qpxJKz4j7eHnifPfglbyZMO0uSCo2J2dTpS3P5vOpDJv/VJyqsqJ8Q3g3RF34OfmwSvbf+GDkZNZfjyRBYPGoLda2JtzBhSB48X5GG1WOoZEMPLbDzh5rtvOaLPy2s71tAkKY3x8Z7acPYH1XCzfj7+HAn0Vfm7ufJK4nazKMkbGteWBbgNJLz/vo+Wnc+d0LZPL2jhTUcIvp47x3r7N9Ixozje33U1GeQkOReZEaYFrP6PNyueHdvLZmOlMWP6pK5PUKiCEN4eNZ83JI8zrcRMeGg3tgsMpNRroERFDtdXC9sw0bmrehsS8TBLzM7kjpt0NfZD/NxOkC3Ex76WysjKXf1nN9/uN8F6SZfmabUdqo4kgXR2aCFIjoPbQVn9/f8rKyhpt7cbM1lwoIM/NzcVisRAXF3dVnR032sCyRm9kMBga9I+60nskoeam5reSUXESh3K+Bbpf1EhkWb7iTNTFYszNzcVqteLn53fDukRkWUEU+yEIPwMTEIQvgCSAc1mgLWhUf6db2ABkRSbCK7bBdSK9Y1AJZ+q9rpWOo1YlEPnOMzgU52fnznbd+XzsDFSCEa30HFCT0fAAXsHimED///sX6WXFvDJ4LPN6DiHaJ4DMylIAprTvwUtb1zKiRVt+TD1cx0wRnCWjzw/tZ8Hg3qgED2RERix+D7Wo4uNRdzJx+SJXLBkVpdyxfBFpc1/m7d0beHv4BKJ9/dFJajQqiQ4hkQS4efLN0T1sy0zjlpbt2TzjMW7+bmGdtv3FR/fSKyKWQ7Of57ktq6kym2gVEEyBvoqen//TRVg2gfL2eQAAIABJREFUnUll89mT/DD+XoSfnN5DSYU53NyiHYsSd9S5DgGBoc3j+fKw03phX+5Zxi/7hL33PENKUR5DYlrzffJ+1/7zt6zm36OmUvDEm/xy6hheWi19o1ogCtA1LJo4vyDyqipZN+VhvDRu7Mw6TZCHJzG+AWhVEveu+YbT5SXMbNcT5BunC7rRGqTGbFy5FC70XkpLS8PHxweTyUReXh6yLLuyS9fTe6mxS2xN+qMrRxNBukaYTCYyMzNdWQ29Xt+oIsnGziDJslzHkyk2Nvaq/wCvhwbpYqitN7qYseIVZ5BkGT9dEA91X8De3M2Y7UY6hvQi0isWxfHHr6tmBItWq8XX1/eav7ivJg67XUCjGYqi+CEIldSQIyfcgKcBFeFeNsANH11zYv3iOVN+XtsT6R1LS/8OCMIP1Ic/iXnZLkIC8MOxA4xt1ZHBzVsQ7NEJQahp2zcAB0gtac6JEmd25JnNqxjXpiN77nkKlWjHT+dDlcVKkaEahyKjvshDRStJ6K3xaEQt3ybvZXd2Oq/ddCtLUxLrxAJgkx0sP36Iwc3bYLbbCHb3Qq1SYbbZCHDzpPOnr3K2wpk1/OjAVqa078HyibOJ/+glV2bLXa3hbEUJiiIzt8dgAtw80FutvL9vSz1d0K+nj1Fi1PPxqDtpFRBCz4jmAMzpNohPErchKwpalcSbw8aTVVnG/twM17HHivIo0FfxzOZVLJlwL6NOtGfdqWTASQyLDdWcLClg3alkTHYrk1Z8xtjWHfnoljsRBIFtmWlE+wYwcfmnrrEyfaLiWD91Hu2DI5nesTduOh0oYLfbEOVrt664HP5sXWzXAzX30MvLyyX2rinH/Td5LzVlkK4OTQTpGuHm5kaLFi1cdf/GzK7UrNeY5Syj0Uhubu5VezJdr5guRQYa0htdao0r+TIRZBEPlTeDm41FQUES1MgO+bKxXAw1+q3AwEACAgIoLi5ulPf/ataw2QQkqRuQTN3LfwEoQBA+BZzdK2rVECYnzOFMeSqZlWlEekfR0r/DOTuAWCC51vFabI4RfHSgPnHaeDYVL62O/tGD8dbW9jU6jslWt8U8s6KAYXEeiMIKIB939b3c2qYTi5P2sveeZ3h20yoqLabzZ1VJzO46AJ1Kh12R2ZPjzGzZZRndRcoNWpVEuJcPKkHEbLchCAIqlYr39212kaMafJ+8nyd7D2NgTEu2Zjg1aQ90G8iK44fw1GjpHdmcqVvXsv2uJ8mubMgiwdlJVzPiY+S3HxDrF8jqyXN4ceAozpQX0zYonMMFWdy+9JN6x4qCQIG+inFL/s3SCfeRW1XB6bIihse1Jb28mFE/fFhn3t2ylIMsGj0NuyxzR0I3Wi58oc7Mvd3Z6Xx+aAdP9BnG23s2Mu/XJSjAPZ378lSf4Qg2+3XvbPtfKenVnLe295Kvr+919V5qyiD953BjTR3+gnC2WZ8XRTYmeahZvzHWUxQFi8VCeXk50dHRrsnxfzSmxjBVrFmroesrKysjMzOT8PDwy5o/1nxxXWk8iqIgKCKioqpz7qslSGVlZWRlZREREeHqVmwsq4CrgaIoOGeSxuHUAgFEAV7AZ9SQIye2IIlbaOkfz5CYW4kPzEateh74AJgJTAISgP7AfMpMuDrjaqO5byAnSwtwk0Iv2FJJ1/Ao2gWHI4kig2Na0zcqBFF4D8gErLipV/JUn0G0DQpncdI+Nk5/lIHRrdBJarqHx7Bl5iN4abQcyM/E5nDQMSQSgFWph5navmc9k0UvjY7J7bozrnVHntr4I8FvPUmnT1+h1KgnqTCnwXt2orSQhKBwOodGsWT8fXhrdSxO2svwuBaMadUOxzkyNrpVu3rHuqs1xPoF8szmVXx9dA822cHJ0kLiP/o7/9r1G20CwxAFgRKjvp6gekRcAt5aHfd07kV+dSWx789nwbaf2ZNzBj+dO+OWfFyHHIGzVCcKAg5FJruqjGJj3e0A8UHhvLJ9HQu2/Ux2VTk5VeUs2PYzL237Gdt15hI3mrD8GTVPNd5LgYGBREdHExMTg5eXF2azmezsbM6ePUthYSF6/dWNgGnKIP1n0ZRBamQ0NkFqjIyU3W4nOzsbh8NBYGDgNetjGvMP9sLru3CQ6+Xm1dWOqbFNHi+GmplvDWmibmQc4Lx/FtmBRhQBHXALsA7oDRTS0GgPQTgM9EdAOFeWMwDpwNfAXUAYzkG1v+CtnUyvyFin2Pkcwjx9uLdLXx5dvwyLvQNqV5XMA0W5B61K4OgDT2G0OUgrKcRdsw+o/VAowEPzKd/fPpsykw27IvPT5Dl4aDSYbCWoVR7MWLWY5ccTeXHgaJ7sPYzPDu3kcEE2m86ksn7qPJ7bspojBdl0C4/mg5GT0UkS87es5vNDOwFnV9fy44kMaNaqjrEjOAnHgGYtGd2yPQX6ShYn7WPWmq8Z2SKBwTGtUAllJD34Aj+fTObuTn3ZeOYEa04edV6hWsuX42bgptbwXVLdESYAu7JO46nRoigyQ5vHk//EG5wpL2Fx0l4EBN4YNg5PzUYe7uHO/d2e5ZbvPuW39BTu6tSHSouJuzv14c3dG+qsOTGhK0ablU1njjM8LqGecaaAwJDmrZm0YlG9eBYlbuf1m27FZDC6Pi9Ao35HNRGk+rhS7yV3d3d0Ot1F174eGaQmgnTlaCJI14iGfJD+TBqk2gLyxuy6aCwDy9pk4FoGud4oYmK328nKyrqkJupGQBAE7ILCtqw0fjqZROuAYGZ17otWNRy1qh/O0SE+ODNKF16TH6BgtYjodFPOkaQ0oC2Ksg1BWIMz+/Q33NRpbJr+EF8c3s3ms6dJCArj4R6DeX/vFub2GIwoqoBBgApFGQUcRhBWI1CNpyaEzmEzEYR2wPoLYjiFVkpm2XE9DofMo73bYHNkIQqB5FfLrD5xBIBXtq2jf7MWJM6ez3dJ+0gqzKFHRBQ/3/kQ7moJs70ET002VocfXx/ZU+cMHx/YxtEHXmBx0l4O5GWgk9TM6NiLuT0G4yapUYkydtlMuJcHe+99jOa+YWRUFLPxzCnaBUcyMKYVYOfb2+6m0FBNfnUlCcHhrEtLxmK3o1Gd//r00brx69T76RAShEAGldYgntu8hp1Zp4kPCuX1m24j1FPBU/MBkIFWAi0n+PGOu5m6cjH/vOk2Hl2/lHdHTsIuy3x2aAc2h4Mp7Xvwr6G3c9/axXw+dgYF+iru6dyXz84RQXDqtZylxfqz18x2u3Nwr1qNRZExyQ6qzCbCvX1x2GzguLGmko2B/zY/okt5LxUWFmK3211C7+vtvdREkK4OTQSpEVD7wfpnKrHVtMWHh4fj4+NDQUHBDe0+u5p1rtaL6XrFc6k1aobN+vr6XrTsd6OImhWZueuW8NXR86Tgrd0bSXrwBXxVXkAeoAa6AbUHozqJjMEAp06dIKpZM/z95oCgoCgqVOLP5/YbBhwHfsBDE8gD3fozo2NftCoJo03moR798dN58sHerTT3i6Z9SBTxgSUIwuJa5ypEEN5HUf6FIAQBxbW2aVCLXXiomwqHIpNfXcHC/YUYbNnM7Nibvfc+w9Bv3qXcbGTY4vf4ZcrD9I2KZUr7KNzVOxCEfYDFlb0Shae5pWU7fjqX6QGnt1BaaQHb7nqSPTnpxPoFkVlRynObV6O3WpjRsSd3JLTngSALBqsXL/y+hnf3bnEd369ZC9ZPnYfJZibQ3QN/nTtjf/iIXdnpfDXuLu7r2o9Xt/8CwJIJM+gcVohO+gyT7RV6fPaaS/uUWpLPhvTjpM97EW9t7c9MCgHuNpZOuJdig543h09Ap5KY3bU//xx6GwICm86kMuaHj9iXe5ZbWrZnWGwb3h1xB32j4lh+/BDBHl481Wc4VRYzdyR05dsLslp3JHSl2mpGLaqYtfoblx9VjG8AP9/5MM08feEqSj4NocaB+kbhvyGDdClczHupRr8kSZKLMDkcjkYvsV1uFmQTzqOJIDUyrkYwfCX4IyW2i5WpGtO/qDHXqqqqoqqq6qq8mBqK53oSk5qBwzVk83rGAZcmaiqVigJ9RR1yBFBuNvJ54i4e6tEXN3UAkAHMAFoChwFvFGUk4Iei2GnevPm5DKOeiKgIkgv30TaoG1opEOgJ/OvcyiVoVKvODZIV0UnvIgigKMU82bcNNkcQJrsZQag7JsMJC7KSjCzfjVq1CGdmKxRFmU6Rwci7e7YxomUCIxa/j012PqgXJe7gg5GTWDRmGhOXO8tGS1IO8ubQMXhoNgO76t8TMZcY38A6r0V4+dLCP5iJyz5l+R2z2Xz2BGN++Mi1/feMk6QUDeXFgZ0pMVrqkCOAnVmn+S55P4IAFrudWZ378mC3gezKTufl7T+z8+6/ISDw66ljDIxuiU56FujG1owT9YThequFhft38nz/7mils67XBcrRSf4kFeXy+aFd3NWpN6klBbyybR2CQJ1SWlZlGXtzMjhSkM0TfYbRMyIWfzd31p1KZlzrTrwzfCIGq5WfTjqzb+Nad+Lt4ROwyzLfHN3LynPGluC0Rxjzw0ekzPk79j9KkFQqJLVEgeig3FxNq4AQFJsd+RoJ1+Xw306QLsSF3ksWiwWDwUBZWRk2m42ioiI8PT0bxXvJbDZf0czKJjjRRJAaGTVC3Rs1P+1C1LScazSaeiWgmjlxjYHG0EbVWA6Yzear0hs1hOsljlYUhaKiIioqKoi5woHD11ukLYoyx0vOi48D3T35ZNRERrXqCFjRqiScmqJlQAvgTqALiiKgKG4YzulRVCoVvv4+SGqJs+Wp+LsFIwqhKEo1gmAGLA2cXUYQHMAiBOEEkgCSGIBOehZFUdNQ6Ca7QGKele4RL6JRiagEBUHYhq9uKC8MHIrZbmPXrHm8tWcHy1IOAjjFxo/9i8P3P8+cdd+TWVGGj84bm6MlalV9giQQx31doknMz+RESQEDolvy+k238Y8dv7LudDJFhmpe3rau3nEfHtjGy4PHcTDvcL1t4CRJw2Ljmb32W3ZmneazMdNIfmA+/f7vHQZ//TYf3XInzw+4BbWYDdgALUUGfYNrFRsM2OVAzn/K1UBzHLJCmKcPequZQ/lZPNLzJub1GEy11cz3yQd4Y9dvVFpM3NKyHZvPnCDc24d39mxkdtf+pJYUMGvNN2yY5se+3LP8re9wvhg7HYCTpYU8/ttyPh09jW+O7q0Xz9mKEvKrKwnRul/1jx1RUpFn1DPk03fIqXJ2+sUHhrHtrifwUKka7XumIfzVCFJtCIKATqdDp9MREBBAeno63t7eWCyWet5L7u7uV20i2VRiuzo0EaTrgMZs9RdFEZvNdvkdAb1eT05OjqvlvCF91JWudTlcKyGp0RsBBAUFXXOK/npkkBwOBzk5OTgcjosPmxUVZMX5MJAEzQ0rsXULi0EUBNSiij33PEYz7xNoXKaNwTg70l4HfgGeB1oiCLOBTDSaMKxWOyq1SJ4xg2Upn2CTnV4/4V4xzOjwEFrpDM7y3IVZoTic89jUOI0hDYAeQTiBotxy7v8HcZIFAG/UYjv+sWMR0zp0Z3x8JzzOibY1KiNaaSUemrMEuIfzxdhRDIqJZc66ZZSaDJSZ9Hx8YBvrp81DlmUeWb+MhTdPAHbj1EzVYCCCIBAfeJS1dz6EXZZJKcrj6U0rXVomrSS5xnrUhtluQ2+1EB8U2eB9TggOJ/scAViWksgHN99OQrAPpX97GwGBSouZ1OJ8Wgb44K4WgFOMaT0SSVyC/QLSMb1DFzw0NVk/NTbHdBQcRL47n5EtElg35WEsDjvPbl7N2pNJBHt48UTvYWy96wl2ZZ2mTWAoEV6+bMk4Se/IWALdvbA7ZBaNmUa74Ah6RDRnRWoi961ZTKGhGrPdxpo7H6LUZMBXV/+hKCDgo3ND+QOmkrIoMnXlFy5yBM5S4oPrvufz0dO4nsq8vzJBaui8Xl5e+Pr6As4fwNfivdTU5n91aCJIjYALH2g3yieoBoqiUFxcTFlZGZGRkXh6ev7hta4U13KNtfVGVqu1Ub54GouYSJKEKIrY7XYyMzPR6XRERUXVEWiqVCpnlhCZxLztHC9JxEPjTf9mN+Pt449e33AGobFgtcq4SRpeGjSKU6UlhHhUoZGW19qjCGfb/ms42/XtwB7AHUFYg1p9H1arM7W/MvULbLIVSVTTNqgr/rogTpedpFWADrVqKFAJ7AdkoCWKMhtBsODUKEUBx4C2QBqCsAVF6YMg3A4sAtxQlEkoCKy4427cpBOoVZ8DHYFhCMKLOEtuAIV4alKZ0eHvfHpwN3qrBbVKxVdHdhPi6UWcXxCfJu7gREkhv059AJ2UhyBk4iRsbsCHiKIenTScgDeermfumFKUx6iW7Vl0qK7bdUJQOO5qDd5aN25t08lFqABa+gczq1Mfen/hLDV6arRY7Q7ssicZFSUczMukd1QsbmoN2ZV6WgUMRBC2olVlsmT8Xcz+eSllJgM6Sc38/iPpFBqNovhhdfRCVpqxLTON/s0k7urUh4X7t/DuiDuYtOIzdmSdAqDYWM2sNV/z850PM71jL97Zs4kF2352xTcsNp7Vk+dgsdvp/39volFJzOk+kB2znuJAbga9o+JYl5ZEu6Bwnu13M1vOnqwz8mVC2y6oEJDlq9O51GTJD+Rl1Nv2W3oKHlodZmP9eXGNhf+USPs/RZBqn/dKvJdq9EtqtbpezCaT6Ya5/P8V0ESQrgMa29zxUmvVZDnsdjtxcXGXHFR5o4nbhVAUhbKyMoqKilx6o7y8vEYVe18LPL09kNQqjpcmolO50aJVPLJDcTWBCSIIokB6eQpFhjxifFvRKrADB/K3kl2VzsmSo8zq9NQldVSiKGBX7KgEFaLgJFoOh6NO7Je6FrPZTEFBAa1aRfNYryEI2M7NRbsQFpzkpQgYgXPIbDk1Y0E0GjVlpiJMdgOR3rFMSniAvOos8qozUKu0QGscsoxKHI+zRCejKAKCsA3IwemtVIaiPIMgLAROnYv9Z6AzMBeoRBBWoVX1RicdBzYDoCidcZpaXpjRMaOV9nB3p54kBEfx74PbsckOVqYe5tep8/ju9nsYHNOacpOVYM8oJKEIWItTTK4A7jhkB2fm/QMfnRtVFhMlRj0f7t+KThJ4Y9itJBXluiwLIr39WDZxNnZZ5svDu/j2tllsOpPKhjOpJASGMaldN57YsIL08mImJXTj41FTOFKQza+nTzIsLp5Ad086ffIqD3QbwIwOvSg3j8RP1wEPzRFubtGbnMf+SV51GaGeniicwUPzBSbbPTy6fhMbznxLRkUpuY//i+7h0XQObYbeanaRo9rYkH6cDiERdcgRwMYzqaw4fog4vyDXbLi5vy7BaLPyUPdBWOx2RrVsj+CQ6R7WjE0zHuWfO9dTYtQzoW0X5vUYQn5WNkajsU4X1eWkAYqioBZV+OrcqbjA5ynK2x+LvXGy1Jc6/38ig9SY7fZXes5LXWuN91KN/5LD4cBgMLhmxwmCUGfQrre391VlkNauXcu///1v7HY7M2fOZOrUqXW2p6amMn/+fAwGA926dWPBggWNOjfuz4C/1tX8SXCjCJLZbCYrKwtPT896WY6GcCNHhFwIWZbJy8vDZDLVE47fSIIkCAIOwY4kOvUydocNUZFQBJlCcxZLEv/tmtPmrfXjvi7PopPcsSsOREHkq6Nvk1ed4VqvS1h/JifM4eODC/DQeJFcdICBUaORRYcrJgm1MzaVwtmKE+RUnqVzWB+0khuVpjIC3UOdv1Dl8+9fQ9dSVVVFQUEB7dq1BJLw1GQBQ4GLufRqgRKcrf6TgGwUpTd2u4AoibjjhVZ0Y0q7h7HLNuL84gn3iuZQ/k4O5u1gQtt7Qc5EJfqhKAFALtAXOAl4A5EIwlFqyNF5HMbZ+h+OkyRtAG7DSZBCsTq6Iwq7avknnYckGnmg22jKTBZifAPYmXWK5/uPQpZlkgtzOZSfxdT2PciprqBtUAfcJDsqUQD8MVjHsT83iyc3/sjJkkL6NWvBuyMm8livmwjz9MRDs4JN0++jQG9Cb5VpGRBChdnEg+u+48Nb7mT+ltVoRBV3d+pN28AwHvzle745upeOIZG8N3ISA796i2NFeYDTDXvhzZP5fOx0Ji5fxNT2PTmUV0DnsGjSSkVOl+WRXnaM+7v1RxLLkRUVeuvdTF7xpWu0SJS3H346N3pFRvD9+HtQFAhy96LEqK+T6Ynw9mV7Zn3iBLDxzHH+edNtdV77cP/vzO0xGB+dG0aDwTXOuHdYNEvH34tGJWFx2LHa7URERmA2mdHr9VRWVlJYWIhWq3URJq1W2+AD2my18Gy/kTy9aWWd118aNBqus2v3/0qJ7UL37stBpVLV814yGo2UlpYybdo03N3d8fT0JC0tjbKyMvz9/S+6VmFhIe+++y4rV65Eo9EwefJkevbsSYsWLVz7PPXUU7z66qt06tSJ5557jmXLljFlypRrvu4/E5oI0nXAjcjU1BiOhYaG4ufnd8Pjupq1LuVv1FjdcA3dJ0EQXKSxpl1WER2sOfkNJ0uOIAgCCUHdGN1qGiIiP6V9U2eIbZWlnA3pK+gc2o/MyjTc1V51yBHAofwddA8fyKzOfyPALRi7w4ZZMbApbSWFhlwivZozNHY8GpWWdWnfk1aaxIPdXmRn9noS87ajoKBV6RjbegZxfgngEFyaA0mScDgcyLJMSUkJpaWltG0bD5zBOZQWnJmhW4FtOMtgNfADWgHfA9OAShRFByTgEOzoRDXl5mxmdX6KUlMh6059T4E+mwC3EG6KvY1wr2iyKk8T49MGRTEhCDLOcth7nNcX3QvUH3DrRCbOLNYgrA4BmyMMSfwQs91KqbGaEM8OqFXLudCjyWzvyhO/reLjg9sYHteWFRPvJzE/i1Yfvujqcnt37yYW3zaLQ/nZmGxm5vWchSioKTVV8+LvazhZUojBZuG39BQGf51N6kMvcSA/iwHNbsZD8yJx/p2wOqZQZbbQ6/PXifD2o1BfxQ/HDrDj7qc4kp/Nb6dTeHnwWF4cMBqtSuKDfZtJLyvm7k596BUZS4XZyNdH9rBu6lyivP1IKsxhXJuONH9/PiXG8yXWhQe2cvaRfwCB9PjsdU6WFgKgk9R8desURGE7zX37c6KkjDj/YE48vIBSo57Xdq7nqyPOES7xQWFEePk2eJfjA8Pw0NTV71VbLaga0EHabXYktcS2zFN8eGArDkXm/i79GR7XFn+NBj8/vzoePQUFBTgcjjrZpZoMgUpWmNNtIG0CQvns8E60Kol5PQfTKSQKxVbfj6kx8b9GkP4Iansv+fn5sXTpUrZv385XX33FqlWrWLJkCQkJCfTr14/x48fTrFmzOsfv3r2bXr16ubRPI0aMYP369Tz88MMA5ObmYjab6dSpEwC33347H3zwQRNBakJ9XE+zyAvXUhSFgoICqqqqrrirqnacN7rEVqM3CggIcI3jqI3GErRfGI8iytgUG8cKDuCu9qRNYCcU2cHatG85UeLsWFIUheSi/fjpgugaPgC9tbLeulmVp7mp+W1UWcs5W2vAa20U6nNwU3vw3emlTEp4gEUHX8PicI73KDMVYXaYuLnFZJKL9tEzYghZVac5mLfNdbzFYWZl6pc80fsNJEmNt78niQXbkUSJDiE9sTscVFZWEhsbiyRZEYSttc6eglNn9BxOspQJlOHM2PwCdAVKUBRvZCWUxLzdpJYeZnTLqaSXpdA7ahjv7Hkam+zsWCs1FbI8ZRHzer6KzaEgCjJQgKLEnPM4ql0+yQCaA783cFeigDM45AEsT0nlle2vUaCvYnSrDrw/8g7c1CoU5R4E4XucZT8tVscosqvULp3QhvTjWOx2ntiwwkWOwNn6/uzmVRyaPZ+Qt57i5pbxhHv5IiDw9oiJtPAP5oN9W3h52zoKDVX8ln6cs+UldAmNwEs7DYE8bA47c39dSnZVOX2btSCpMJeFN09GJQjcFNuGbhHRSILIshOJ3NG2K6fLijg25+8cL85n3alkwr18WTX5QUqNBloHhtKvWQsWH91Xhxw5338Di4/uZVqH7hy+/1l2ZKVSYTYzskU7JCEFrbQJo60v3ybvY+H+39FbLfSOjOXLcTPx07ohiAJdQqPQSWpGxCXUGfvSzMefezr3Pde1eB6TErpitFoRFKXuLCmViqXHE7lv7Xmvqg3px3l7+ATu7dgHwaE06NFjMBjQ6/V1RMEeHh7odDqGRbeiW1AEWq0WD0ndaE0gl8J/G1n5o2hMF+2IiAjuvPNO3nvvPT7++GO8vLzYtWsXO3fuRJIk5s6dW2f/oqIigoKCXP8PDg4mKSnpotuDgoIoLCxslFj/TGgiSNcBjUlEahOkmsn2oijSokWLq7YRaMzuustdY0N6oz+yztXEU3NtiihztiKV5cc/QzmXVfFQe3Ffl+dcHWe1cbhgN/2ajUSj0mF1mOtsC3QPo9paQaW5jBDPKCis3y4d5hXNhvQVtAnoyNHCvS5yVAO1qKHIkAtApHcsaaVJ9dZwKHbSypIpNuTRO3Iohwt2UmIsYPPZ1czq9BStWrVElhWcBKX2NQQCzXCOGakGhgDuQBLgD/RBUQpR8OP/jrxHbrXTg2fz2dWMbT2DlKKDLnJUAwWZxLwd2OQ4+jfzQCdFIwqFQN17A3uBUTiH3NbOJLUHwlGUU+TrzUxb9aVry3fJ+zhVVsiWGXPx0FiB11AUAwpebDmbwoxV79fp/vJ39yDlXFmrNrIqy9CoJDqHRhHlHcLUlV+4TCKjzmmLZEXhle3rsNjtGGwWRMFBiTEWL00XUovzCXB3NjOcKi2iV2RzAt09mbd+Kd8c3YNdlmkXHM73t99LucnAS4PGsHD/77y3d7Mrhvf3buboAy8wtlUHwr18KDPXH+sCUGzUk1ddQevAfQyPq8RZEv0VKMLmGMPSY4d5fed5p/E9OWcYt+RjDt//PCabFa2kptpi5sc77ueXU8c0hDZzAAAgAElEQVT4OS2ZVoHB3Nu5H18e3sWD3QcCzrLf2NYdeXPYBNSiiCSqMNUSS6vVal7ZXt/q4PWd63m4+2AsJlO9bWq1Gl9f33qi4KKiImw2G+7u7uj1eqKjo7HdIK/I/xWRdmNfp81mw+Fw4OnpSdeuXenatSvz5s1rcN8Lr/fCWC63/a+CpmG11wGNXWKTZRmDwUB6ejqenp5ER0f/IY+lxu5iu9hasiyTm5tLWVkZsbGxlxQtXw8NkkqUWHfqexc5AjDYqtlwZgXdwwfVO9YuW5EVmYHRo+u8LolqBkaP4lD+Tg4X7KRjSC+C3MPr7JMQ1A1fXQDlpmLUKi0mW/2HZLExj3CvaARELHYzHpqGnWw9Nd6UmopIzN9JlzDnrDSrw8z69KU4hJqyhQZF6VPrqCeBo+f+fR9nJuk7nEJpHxRFBYSRU5nrIkfNfdtwU/PbUIsCHUO78FSf1xjVchJemrplnBMlBTyxYSVmu4Jd9ub8INwa6IHtKMpjKMp9OMXgDwDTgeXAcF7bsanede7PzaDIUA4kY7DaeWbTNnKrDNzy3aJ6g1gzK8roHRVbb42EIOf7sGH6o7yzZ1MdB+3sqnImrfiMp/uOYFhsPKNatcddUiMKhQS4ebArO51Y/0BeGDCKae17cijfaTfxycHtfHl4l4ugHSvKY8LyT4nxCyTEw5uF++pmykpNBhZsW8f0jr3Ym3OW8fFdEOrdI5javifhXgHY5UHn3qsdOMXzYLR148tzpbTaSCstJLOilH/s+JWB//cW6eXFCILA0Ng2fHDzJG5v05mXt6+jW3g0GlGF8bmFmOd/xHe3z2L5sUOcKiti1YkjqHRadG5OUa7mIlYHJUZ9/be2ATQ0kLWmYzY7O5uMjAyKi4sxGAyNOk3gQvyviLSvxxw24IqqDqGhoRQXn3e+Ly4uJjg4+KLbS0pK6mz/q6CJIDUCrlfZqGbtmvlfERERl51sfyncCG2U1Wrl7NmzyLJMXFzcZf2NroYgCZIAKgVFJaOIDkTV+ftQs44gCJjtBgy2+hPPc6vOEuwRUe/1buEDUWSFziF9mdXpabqFDaBv1Ajm9niFcnMJhwt2U2Wp4EjBHu7p/DS3trmb3pHDmJwwh+FxE9BbK5nR8XEKDTnEB3aut36xIR+VIHFT81tJLtpHt7ABaFR170uoZxRhns04XXYMjaihXXB3XhjwMX/r8w7xAV1Qi1rUahGwIgjxwAScpTURWErdrNIBFCUZu6M9ZrsNWVFhtjuzA+Fe0UxoOxtvrTsCG5DE13BXv0/XMJlHey1gaPPx6CQ32gT2ZPWJJL5N2odO0pBZUYUs96EuNChKZ348fpTc6mis9qEoijuykoOszKTcbOd4cX6D76XZYcdm78yixN28sXsDxUY9k9t1A5zt9G8MvZXyp1+nuZ8naybfR6/I8yTJXa3h/ZGTWJy0FwWFlSfqmzxmVZaRXl7MqkkPklSQzbxe/fHQuGO2CxzMy2Dcko95fMNy5g+4hW13PYFdlvnh2IF666SVFlJqNFBkqMah1P/bSSnOo8hQzYCv3qLIUM2/R0/BV+dso/bRurFo9DR0kkS/L9/gSEEZFvv8c+9bPIoyEYfihU5quPPUociklRaydspDLEs5SMAbj+P/xuMMW/we7moND3UfRI+I5thkmf25Gby7dxMpRfnc0b4ra9OSuGPFIu788XPMDgeyWkWV2cgtLdvXO8/gmNaYrNYGIrg0JEly/fiJjY0lNDQUURQpLS3lzJkz5ObmUl5ejvUPrH0p/K+U2Br7nKZzGcIrIUh9+vRhz549lJWVYTKZ2LBhAwMGDHBtj4hwllUTExMB+Omnn+ps/6ugqcR2HdBYRESWZQoLC3E4HLRq1QqN5mLdSleG661Bupze6FpiElQACofyd5BUtA9RUNE9fCDxgV1QFBmdTudqi9VJ7vhoAxjQ7BZa+LdDJUo4FDsV5hIEQaRP1HCOFuxFFES6hPWjT9RwZFnGarQR4hFJjG8bjLZqCvTZ+OkCaR/cg8ExY6iyVJCYv4NY3za0CejIkYI9rD75FXN7vEJy0QGifVohiWqGx05ga+ZarA4LbpIHN7e4EwGRbuEDaRfcHZPdwOwuz7Mtcy2lpiKa+7amd+Qwfk77jm7hA2kd2JFVqV9ytuIkPlo/BkSPxiHbUKvMCMJnOLMPE3CW0w5QfxgtCEISxUZvdmRtpl1wD1r4JzA5YQ7BHsGoRRuSuB5B+L3W/stRFAsJQV3oENKTPdlZbMtMw1fnjqwo3P/zcn6bPgdBaY0gHAF8gQEIQjajWrWm9xfvs2DQaMa2bgecQBSW4K7ux6zOfdiWmVYntpb+wcT4BGK06/k9w+mcfd/axfwyZS69I+OY0DaBUM+8c9dqwEvbmd2zHmVD+mnOVpRwW5vOrE1LwkOtodSoJ9ijfoZSQMBX586ixO3c07knnpo0DNYExi35hM1nT7j2W5l6mKMPvICvzg1vbcPtzypRINTNBzdJjemCFvZ+zVqwJ9tZXhzzw4d8MHIyZ+a9Sr6+imgffyrMBnx0WgoMVfT8/C1mdOjFl+PuAIwcyCunfZDEIz2HsOlMXX1br8hYvDQ6Bka3ZMmxgyzcf/69OpCXwcjvPmDrzCeIfPcZXh08jk6hEXxycDv/3LmeUa3a89EtU1iwdR1rTh4ls7KMEA8vfNRaPhs9jfSyYlKK81zvxTe33o1aqUuxrxZqtRrUEip3N4JDQrCdm15fMzJDFMU6Yu9ryYz8r2SQ/pMEKSQkhMcee4wZM2Zgs9mYMGECHTp04L777mPevHm0b9+et956i+effx69Xk9CQgIzZsxotFj/LBD+YKajcdIjfxE4HA7stSZpFxUVoSjKNc28sVgsZGVlodVqqa6uJiEh4ZrjtNvtnDp1ivj4+Gteq7CwEEEQCA4OvmK9UUOoqKigurqaqKioi+6jUonYsbM9cx17cjbW2XZzi8nE+SfgqfbCarGhVetAUBBEEbtsxWCrJr3sOIWGHPpGjcBT40OxMY8AtxAUFAREvk9eSJvATnQPH0iVtQJfXQAg4JDtri+pjWdWkJh/3mQwzLMZ0zo8wtGCvYR7xbAnZwMT2t5HYt4O2gV3RyVKVJrL8NH5YbIZ0KrcMNr1HCnYTXxgZ/zdgikzFaESJfTWKnx1AZwpT6V9cE8+TXyVSktpneu8q+OTRPumArU1JONxGiW+Ue+eOeRRHC7wYN2pZQD0jRpB/2Yj0ai2IwhDgMepK7gG8MbmWEB6eTqfHzrB23s28bc+I5g/YATpZcW0DfJHJWZgscehk3RYHCbU4lYEZJKLEugUGoEgvAzUxO6F0fY8/9y5nff2bqbaaqZ3ZCzfj7+XcK+TOGQ7C7YV869dGwCnduinyQ/SKbQSQfjogtg6Y5dn8PWRw3yfvJ+Hegzi5hYJOBSZxLwsBn/9Tp3W+Iltu/Jsv5HctvQTUub8HQ9NOqdKPWn14T/q3atZnfvy0sDRHC7IZtySj+tsu6VlO94cNp7U4gIKDFXM/WWJ6zxtAkPZc8/T3PTNu64yHYCfzp2eEc35bOx0Hvj5O767fTIfHdjL/C1rebjHYN4YGglEohCIyaqgkdQsTTnIW7s3UGioZkyrDrwzYiIfH9jKne16MHXlFw2aMp6e+yp7ctIZHN0aP3cPDFYLnhrt/7N33tFR1fn7f33unZpJ752QhBBKIHRC710BQQTFgiDYG+7aV1fddV11XbtrRRRsoKKISgfpvRMgpBfS+2Tavff3xyRDQrKraNj9fT0853gOTmY+t8zcmee+38/7eTwkbltuBlM/fYPlM+bjb/RicHQ8sgZCJ5NdVY6qacQHhvym/DRVVamzNaCaDDy/Yy2FtdXM7NqbK5J6gNOFqqqekfMmwtTkxdMk9r7YfLHy8nI0TSM4OPjnn9xOaBKo/9KJ4fZAk/VCVFTrqvevQXp6OnPnzmXPnj3/MU/yd4yLZpuXK0iXAL810qOmpoaCggLCwsLw8/MjPT3951/0C3ApKkhN/kY2m42EhISLrnL9khabgopO0rGvcGurv+3MX0dqeBrn6vKptVcT798FWZJJLz/IgaKfEEj0Ch/MoJhxfHTkn1zf4z4CTCEIITX2lwUzui5AEhIaGmfKj2Fz1dM1pC9CCLIq0+kYkNyCHCUH96Jf5HA0TSM1PA2H4mBg9Bg0IDV8EP/a/zR2xY6PwY96Zy3BpnCu7r4IVVUZHDMBWZJ5bc+fqHWc14MYZRN39X+GGntFK3IEsLdwM2He/TC1uGK/A56ntUjaG0UbyoGi8z/2u/I3MLzDRIRo0ki19YPoQBJ69hZuYG6PK9FLMo8Pm0x21XE0rLhUC4eLjdy6+iUOnsujc1AYr0ycweAYf3qGh+IOkW2+77V46f/OHwY9wKNDJ2FX3LEexbXVdPDri07K5I+De7L08G6K6qrJq6kkMdAXIb5oY98OoaizSQwMYcm0G3lt72Zu+OoDXKrCjvkPsuWmxfx12/eUWeuY2jmVhX2GcMUnr2MxGFA1F5BJUV1sG+tCYW0VXnoDwzok8uU1C3j2p/XudZJ78vCQCcxZ+R4HinJZOWsRWff8hR/PniDIbGFsQhcMskxFQ0vdWaXNSrRfAPsKc8itrgAUFqcN5/2Du/AzmjDIoUjChBCvIHEviiYAjfU33Iev0cTZilJMOj0TE7tj0unw0p+/psw6PXN7DOSKpB54G4zM6NKbQ8X5jFz6D85UlGDRG7k/bTS39R3BkJhE3r5iLsNiO/HZsX0MjO6IUFRQFOK83XozxdZW3t4vh06no16GXq8/4XEvX3nyADenDuYf42YiqS1HzgMDA1FVFavVSn19fYt8sYsxqrws0r54XIwG6TLcuEyQ2gHtNebfPBi1Q4cOeHl5edpG7XGxNGmj2mstm81GZmYmRqOR+Pj4X1WC/iUESeA+NxdOWwH4GALQCT2hlkjCLFGAYG/BZtZnnTewy6pKZ0LCLAbHjGdv4WbiA7rgbwxCJ+nIqjrF3sLNOFUHPUL7kxYzjhp7JTX2SpYdfYXU8MHo5fMakZFxV9IluBebc1ZTWJtDhHcsI+KuIL8mky9OvM3sbrfRO2IoG7K+IiW0PyM6TEEIiUpbKTnVZ0gKTKGwNqcFOQL3qP/Bc9voHtK/zXOgaWobAmAbsAdNuxfYjBCn0LRwXOpodudvo6jOXdUIMAUzLflWCmut7C+Kpld4FaGWp7EYXgXONVuvD7k1J7G7GugcFM4jQyfy9am3OVNxjM5BqSQE9Gbkh095fghPlRczeflbnL37GSJkGVl40/pjVY5ZdwgYgrfehUGqI8ziB7gQJGDRuzh2+xO8tW8rmZWlmPUGmty+LzgDuNQGkoPCWJl+kL9vP58Rl/bec5y68ymeG3MViqryU24Gae89R2ZlGa9OnM3GrDMMjh1EnwgzFr2Reuf5z1HviFjemjwTf5MBScAVSdGM7ngrTkXPDxnHGffRyxwudgcDj176Esuvms91Kf354NB26h12MJj4ZMYCJi571eMqnRIaxZPDr2D2yneY2KkbevkckkjgyK1/QicJJKEixF+AYmSxD1nqw/xeg1E0hU1Zx+kdkcicle+y+vQR/jBoHLf1Hc6WnNP4Gc1svPF+imqr+eDQDpYc3sHtfYcT5u1HeSNJq3faeXrrGroER5BZWcb9aWOpaKgjLSYei6zH7nIfe3uFydpReWrrmlbRLh8c2sGzY6ZjaeO7UJIkvL298fb2dl/XjVYCNTU1FBcXYzAYPISpLaPK/1W76/cg0pZl+T+mLVxGS1wmSJcAv6ZS43K5yMvLA2gRjNpkdqiq6q+aXLtwv6B97kwcDgfV1dWEhYW1GYx7MfvU1rlqcpDVNA0JCZfmpKN/MllV7mqat8GPq7suJMAUzJmK44RaIrAYfJCFju155388g73CGRI7kU6B3dFJevKqM1A0lQBzCAfPbeP7jE89z92cs5pqeyVj42fydfoSVE2lylZGn4ihgJto9IkYxut7n6DB5f5BqrKVkVWVzj0D/orNVc/nJ/7F7X2foNZeRZ+IIQgh8UPGZxwqdk8q1URX4mNs2/Sv3lmHl8ELX2MANfbKFn/rFzUCg5zd/AwBKbiUOGrs1XgbBqGTB6FqMnsKtrExe3XjsySu7nY3z/60qYWOZUGvwbw88T689I/irial4lCmsSHzDToH9aHGbien+hBnKo4BEGgO5rPj+1r9ELpUlXf2b2NacjDxAZ3wM45AkjZf8F6mUG4tJtR7PSapySZhMJp2JQZZxqUaGN6hE6nhMTQ4NbwNfRGi4IKzE4ZO8sOg01qJqR2Kizkr32Xd9ffw5ObVfHpsLz5GEyuuXsSwDp2Y+cW/WLy2igOLHuPzq29hzsp3qbHbGBKbyLrrb8cof4MQ+wAjMqPwNfam3qFj8doVFNfXeLYTZLYwsVN39JLEwj7DaHA60DSNMmsdmXc/w0+5GfgZzfSOiGVPQRaqpvHY0PHoRDqbsrNIi+6EWQZVVbC6FiEL8DIEAiuA3eiEjjHxQ3GqnTlV5iaub+3byk/zHuD9K29ElgT7C3NYuPpjzz59efIgr02aw1Mjr+TONZ94Hv/8xH7m9xrM9rwMYn0D6R4ahd3+26pFbUEDMitL23hcI7+mkmS//9wGE0J48sWaG1VardZ/a1T5exBM/y+2abVaMZlMv8tx/EuFywTpEuBiK0gNDQ3k5ubi5+dHWFhYqw/wf2s8/5dA0zTKy8upqqrCYrH8Zh1AW8fWZPJYUJ1NuHcUFtkXHXpmdVvE1pw17Cvcwpzud3Cm/ChLclZ7NCGpYWlMSbqeBpf7Tj7MEs31Pe5hZ/561md+iSxkekcMoV/kCFRNZU9Ba4PDI8W7mZg4m3qn2/AvqzIdY6KJHqED8DH6c7x0n4ccNcHmsnLo3A4GRU9AL5moaChlcOx4zlacJNzbxaHiHY2WAVPoEzEURVNYe/YLNDRCvCIYFDOe+IBk9JIBQRk3p97LV+nLyKk+jY/BnxFxk4n0icXtd3QOyMCh3EaVTcGlKghsrD/1FdX2cvqED6VP5BDKrEUU1mUTaAolr7qmBTkCePfgdm5KTWNQzD9QNCeVDaV8n/EeYZZouoQMwCTLnKvL8zw/1BJNTtW/d0i2uur55Nib3NL7fiS24nb1DkDV7kQSvoRYJNyO3lfhJgTbEWIgYMJLX0iPsFQOnsslt7qGriGjcZteNgnQI7C5FiKQAVebU1+78jMpt9bz2NCJPDl8Cggoqq1mb2E2X11zGzlVFZwqO0fv8FiKFj/PidJCeoaFoJc/Bg40rlLXKFaXMcgD2XvLwzyy8Wv2FebQKzyGZ0dP57vTR7n+qw/w0hu4re8wHh02iTvWfILd5WJwbAINTicOxcW3c+7guzl30uByoZd70ivc3d6oc0BhbS1vH9iBomrc1jeNaN/+WAx7gAaEWIssZP4yahKzViyh1mFj+JIX+ePg8dyfNobOr/2p1bH/Zesa0u/8cwt9lI/BhM3lpNreQLeQSHcV9t++e78eMu7Q3J35LR3VfY0mkoPDUe0XN8HW3KgyJCQEp9OJ1WptYVTZhP8mafk9tPUuJoftMty4TJDaAb9lzL+iooLi4mIiIyP/rXDuUvgq/ZpqVJO/kd1uJzQ01DMV8VvQ6lzJGrvy1/NT7g9c2/0OTDoLlbYy/IwBFNRk0zWkNyPjrsTusrE559sWa1XayrArDcQHJJNZeZLRHaexOftb9hWd1y5tyv4GVdMYGD0ag2ykc1BPSuvPUWFzu8AqmgtFU5jX8wFWnV5CZuVJPjv+Fjf0vA+n4uBoye42j8PmsnKq/BADokciCRlVVQnzjiKrKh2B4Nrud1LvrOWdA89yddeFXNVlPgeKtjGjy3x25K9jS863GGQTadEj6BrSnTndr0Mvh6BpCpqWgyzVkl9Th49hEgadmZL6Qg6e287AqNF8cux1bK4GgrxC6BSUgix0DIwejcXgg0E28dz21l5EAKtOHaFvZAesTg1F82Za8i0cLS7g21NHuS6lH1E+HTl4bjuB5lDiA1KI9NG478cvWrSo9JLMzb0GsjnnI0qthTS4XOikx3ETnG4IfkSIdbgF4X7ATbjDbwPRtGKECEOISky6fZTUmxi+5EVeGn81d/afgyyuRdEaEHghC4FeBp1Uyz/HX01BbTWKqvL1qUMsPbyLXuExmPV6jpYU0DuiQwvjSJ0k8crE2czp3o8vju/nk2N76RUeQ2r4FNy5cS0hxBYkMRB/kxd/Gz0dRVPx0hl4fuc6T2uv3mnnhZ3rCLX4cN/AMdz34+fk11Ty/pU3opMkDhfn0yMsmv35ucz98j18DCaWXTWf8oY6pix/3WMZ8OqejXxx9c1M7nQFRt1K9yUgbWdy0pMAhFp8uDalPzpJwiDryKuubLW/RXXVmHR6DLKMXXEhCcGiPkN5c98WXps0h515ZxkUk4jRZMKlKmiqilDU9rnpciosThvL2syTnhBgo6xjydSbcDqdSL9xG3q9Hj8/P/z8/NA0DZvNRnFxMXV1ddTU1HjCWpvS6y8Vfg+Tczab7bL+6CJxmSBdAvwSQqOqKkVFRVit1hbhrb92vYvZt1/zxehwODxTdfHx8dTW1mK1tqUVuTg0ryAJIahzVrMlZzXTOs8DYE/BRqJ843nv4HMeh+pgr3Bu7LmYOP/OZFedwtvgy+xut6OXjRTW5DC18418euwN4vw78/mJf7Xa5onSA6RFj+HGnotRNQW9ZKDGUcXnx/+FUWeizlHN9xmfclXyfJYeeYnB0eMBUDWFlND+bMr+lpb344Lk4FTWZa4kPqALazI+YWrnGwkyh2F3NZAU1AOjbOaHjM+wGHzwNQZQ0VDC1V0XsSZjOcdKzreMVp1aBtxASmgMkvgUjRCE5INLjSLKxxshjLhUO146ExMTrsGu2Lit75+QJRlFVSipK+CzE281VrkEVyZdT4/QtqdgugSHA2AxGDAoOj4/vo8/b1nDiTv+RF5NJt1C+3CkZBcJAT34175tJAaGseWmxdz63TL2FebQLSSSf4yfQbCXD07FgUBgkAVCrEVVR4DIQBJrmm2xGngTTXsem2syBbUVRPoEoGneWAyvMDFxIdvm3cc/d29hU/Zpnhg2he6hEehkJ3rJCfwLm2seZyqKePfAdgyyjoV9hnB/2ljCLWZyq8qI8gngs+P7WhhHulSVu9Z8ylXJvXh1zyaOlhRwtrKUp0eNQye1dS04EULwyu6N3DtwNHUOO4qmechRkNlCiMWH3OoKlh7ZxcpZt/LiznV8O+cObvtuOV+edJMuP6OZD6beyNMjp3LLtx8R6ePHTauWtPBTUjWNxWu/ZlKnR4AvPZ8rgWBO9368NmkOX6cf4kxFCWXWOkbHJ7eyBBjeIYmCmiqCvLyJ8w/ikSETcSgKs7v1xakodA+NptRaS9p7zxFotvCHQeOY3a0vOH57LIjL5aLuXBUbrr+XU+XFFNRWMaxDJzRFRVLa1yxSCIHZbHbHmjS23JrE3uXl5ciy7CFLZrO5XcnF70WkfbmCdHG4TJAuAX6O0DgcDvLy8toMb20L7d1iu1iyVVdXR35+PsHBwR690aVwwJYkiYzS4+glI11CUnlj71Ms7PMI7xz4a4v4jjLrOTZkfkVa9Biyq04xs8tCMiqOeypKvSOGcl3K3QghoagtxaiSkLgu5S5qHVV8efI9iupy0Ul6+kWOYF7qA9hc9azL/JLMypPsKtjAvJ4PIEs6jpfuI6vqFMNiJzGt8438lPs9TtWBQ7EzuuM0HIqdrMrTGHUmimpz+e7MckbGTSXaNx6L3hdfUwAzuy7Ex+iPQ7HjUl2AxvGS/a3Oya78jXQJvhNZ6gYkA/XIorIxC60cvRxGoNdVNDgdfJX+PjnVZ9BLBvpGDicteiw6qelOWmNt5gru7PcsPcKiOdIoNgboHBTGrG59WX7sZXKrM/Ax+DMmfgZHb3uUkvo8tuR8y+xudzCn2x1U2up5ZfeXDI7tiCQVsnrOLYRYgqhsqObQuW1syTnC8A6TOVKyG0EVsBNJ6sn51lVzOHCqJ7n7h2O8e2Ab3gYjL46bybUpT6CTFOL8G7ir/ygCzRa6BvsiSX9FUR9A4zuszuG8tncvD61f5Vntq/SDfDpjAdO7BJBdXUn/qGB+PHui1VYVTWVD1klSw2M4WlJAbnUFFQ0NeOmTgJY+TS61P05FYVHfYUxZ9horr7kVDY1wb1+WTL2W4XFJOJRadJIPq04dQdFUbu83nOVH93rIEUC1vYEbvv6AnHuf5U+bviHKN4CTpee4ENlV5UjCAPSjxj4Gb0MsknDx5uTrmLjsFU/7KquyjLcmX8fYj/5JVlUZ4M5j+9eU66h32Dlx+5Nomkatw0aQlzeVDfVM++wNfpx7D/3f+Sdl1jrKrHXc8u1HmHV6pnVKQXX9drF2bW0tQfYgOvsFk+wfguJU2u37qi00EQedTtcivd5ut3vIksPhaGEloNfrfxPZ+F+JtNuzKtbQ0HC5gnSRuEyQLgH+Ewlpi2z8lvUuFhdDbJr0RmVlZURHR3tiBdpzn5qLtDVNI9grHH9TIA1OKzpJR4Oznipb67H3zKqTjIqfRrh3DH6mALbkrPb87UDRTxw+t5O7+j/D4Jjx1DmrqbFXklWZTtfgPpj1Xny47wUqbe4fGZfqZGf+OoLMYQSaQzleuo9w7xiCzGFIksyKk+948tNq7dVM63wjXUJ6N+a6CYpqc1h+9DW6hfTGpbqodVRR2VCKnzEARXXhUO28te9pqu3lyEJH/6gRDI2dhKqpLeJQmmBXbAihAW8CE9C0CShqPi7tTiSha5xukVl29O8U17tJj1N1sDN/Hb7GAAbFjOPHs27/I5vLyr7C9Wyb9wfeP7id7Xln6RUew539R7Iu81NyqzPcx+Wo4qv091nU53F8DH70DEtDlmScqgN/ky9p0fH0jY0zq4YAACAASURBVIznue0vo2oKAsmz73rJyMTEa4gPiEcvN1kLOHBnwrVGg9PgGY2vc9hZtHoZozsm88WJ/Ty84WsAjtz6R1xaAYrzAfSyhhBZ6KSr+Nu2h1ut9+SW1UxOeoj3D62jX1QSHf2D2txunH9wiyiTe39YxYfT5mExLAXSARlVS0MwAZvLRbWtgS9n30a9w60fOnzrQwSYdqGXf8Kk8wEauLrLcJyqD+MTuvHQevfkZEpoFH8aPplJnVJQNZWS+lqmdu7JydIiBsXEsz3vbIv96hUeg0uxUWa9gvnffMrasyeI8vHnsWGTeWvKdQx67+9YnQ5Olxez6tRhjt3+BHsLsnEoLtJi4smtruCale9worSIQdHxPDvmKiQhEf3SQ1yb0p8DhbmcLGtJzF7Zs5HJnbrz28Y+WlY52msy7mK22QQhBCaTCZPJRFBQEIqieKpLlZWVnpiUX2tU+XsQaV9usV08LhOkdsAvGfPXNI2ysjLKy8tbkY2fw6XQIP0cmuuN4uPjW/kbXYoKkqqqxPgm4GsMwKy34FQcWAw+6CUDTrWl2DPAFIJO6BgVN43C2pwWJoHgzjXTUOkbOYzs6tMEm8Mxd7JgdzVQ0VDiIUfNcaRkF1M738SIuCvoFT6YzMqTlFuLPeQo3DuGGV3m833Gp5woPYCGSpx/Z6Yn38yEhGvoHNyD4voCBkSNZmjsRDIr04kPSGbZ0VewNQrHFc3Fzvz1hFqiSQzsSpRPR09GWhO6h/ZBcKrx/KxH0ybg0jpT0XAOf1MwdY4aAkzBpIansT7zKxTtvHj6SPFubuh5L3pZorS+hKSgnnjpvalzWFnUdxjRvgH4GE2crTzK4eILM8A0Dp/bzvAOVyAJiVf2PIrVWUe0TwK39HGnfUtCQtWUFsROltw/s3r5BdzRJ+OAENz+TNuA5uLucHRSB37MaNn6XHZ0j9vcsZEgJQaGk1tt4h87v+blCdOAaFyq4hmlb478mkoMsp4yax16IXHfwDG8e2CbZ/QdYFTHZDoFhbZoT608eYCUsEgeGrwAkDDIekrrK/nDuuUcLy1kbsoAFvQeQpi3L8dLi+gUaEFRB5FX04PDxQX0i4zD3+TAopfp6G8h0sef1PAYfpx7N3/56Xtu+fZjZCFY0HsIT4+aymt7NvH6pGsZ8eGLnuPwNhh554rrEcLEiCXPc6bCndGWV1PJotUf8/U1t/Hs6GnM7Nodb4OKqtkwyCreeh1P7FjL1V+8zTOjprJnwcPoJAmHoiCA/u/+jVi/QF4YO5Obv/mw1TlrcDrb5cf3/1fiIMsyPj4++Pj4tDCqrKqqoqio6KKNKv9XIu32rFpdriBdPC4TpEuAC0mIoijk5+fjcrlISEi46LLpf3uK7UK9UVsXaXuZTjbtjxACJA2X6uLalLsAjTkpd2J32UiLHsvW3PMO0pKQGBl3BQeKdpAU2A1vgy8Lej2EqqmcqTjKgaIdzOl+J3sLNrMjf63ndV1D+jC98zyq7RVt7oteMmLWWegdPpQ39z1FUlAKOqEjKagHmqaSGj6YrTnfcbx0n+c12VWnWHVqCdM6z6PB2cDZyhMM7zCZn3K/Z0DUKHKqz3jIUXOcLDtAmCWKGV0WsPLkuxTUZiGQ6B7al6GxY9DL/2h8pguoQRL+nCo7zI78dbhUJ94GX6Z0msuUpLmsOrXEs65O0gGVdA/pS44hi13561A0hV7hQ9DLySw/tocwiy83pXZo+/0QOhyqg29Of0STHia/9izrMz9lYuJsUsPSWojeAfdknmrDrlyJ3ZXAJ8cOopcKuCm1LzrpjwixCihF0zoD0zhdXoJdaal/Cff2JsBk5JMZ8xkZl4zdJdiVn8dTI67EoegQYhwaVvpFxrVylZ6Q2A2by8H66xeil7ZT7xzB0due4IUdazlTUcLojsnM7TEAIQTjE7rx3Zmj+BpN/H3MDGZ160OlzUW5tYbteRksWr3Ms+6J0iLGJnTFIMksObQTVVOZlzqIGruNuV8uw+p0sDhtDE8Mn4KXzs6jQ8eRUVHB45u+4e39541Fn9v+I4qmMbNLbxICgsm772+sPn2EeqedK5N6siPvLPVOh4ccNccHh3bw/tTrCTS/BzSRu2B6R97FP8fPpN7polNQKJqm4lQVQGNXfhYvjJvJyLjOaI0VrAtxQ4+BSO1wz/X/K0Fqjn9nVGm1Wn+xUeX/heP8OVzWIF08LhOkdsKFWpqmf9tsNnJzc/H29iYmJuZX3RG0t0j7P631S1uAv1bsLYRARUFFRRY6JEkiMDAAZA1FVfjh7GccL9mHLMn0iRjKiLip9IoYTIRPLMdK9mKUTQyMHoNJZybMEo0Qgryas9Taq0kK6sHA6DEMiZ2IS3URaA4lwrsDRXU5AJwo3U+v8MHE+CYQ45tAXk3LVkda9Gj0kh5VU1jQ+yEqG8qI9UvApLcgCZlYvwTWnFne6pgyK09i1Jkw6swMi51EUV0uIZZIjLIJb4Nvm+fBpPOi0lbKqbLDzO1xD6qmoJMkNK0Qg/w6UAYMwu7qgYYP5dYituX9gNoo8K1z1LDi5DvcO+BZ/E3BVDVWxPpHDUUWCrnVOfyQ8ZmnUpZZeZKrkhfw9pS53Pj1ByQHX8nmbEsLywJJyPSNHE5GxVEuHAo/WrKLlNB+jEu4Gr1s5HDxTgSC3hGDGRo7Ck0rZ3+hL+M+fgxbY9TFE5u/Ze8tDxHpMwshpEZvo3dIDh7Ln0dM5tGNbs1Y06SWQdZxpryUZ7Z+j5/JzP0Dx2CQddQ6bHx+/DSzu/fikxk3MfLDl8mrcU9zdQuJ5I1JM/E1bgVSgZ6cKivApDfx+LDJ5FRXsPrMEXr96xk6B4fz4riZvHPFXCwGI+vOnmTy8teod9rZctMDPNfMfBLgkaETOVV2jlkr3kZt/Ky/tmczH191M0+OuII/rlvJizvXM6tbX44VFzCjax/i/MO46vO3Wr3f7x7Yxl9HTWNbbgaqpjI9OZUH1q7kma1rSAoK45EhE9v8nKiahkQV58kRgIZDySTYqydBCA4W5bJ47QqGd0jioSETGBgdT1lDHbIQOJ0Kq+fcyawVb7MtNwOTTs+C3kO4rd9wNIfzN4/+X0qt0X/a5m8hDs2NKsF9Q2i1WlsZVXp5eXl8g/4XIu323mZDQwNeXm23vS+jbVwmSJcATWSpqZwbHh7+mzJ8/hsapP+kN7qYdf4jJA2HZmd77o9U2EpIDOhGz/BBhEaEUtFQyk8533GizC3sVRR3K0onGUgM6EaUTxxxfkkomsrZyuN8e+ojFvV9nL0Fm1A1hQHRo1l29FWK6nKQhEzPsIGMjZ9JYmA3sqtPsyp9CRoap8uP4G8K4tqUO1l7dgWny4/ibfBlaOwkQi1RvLjzj9gUK2M6XkXn4J68sucx6hzVACxOex69bARnyztyWeiQkHCqTj459pqHeK0Ry1k86HkivGM9rtbgNm/sFzmcnfnryag4zsROc1h3diVTkmYgy0uBOhzKgxTVVrO/aDeSOEyfiKHc0ON+lh19xdNuVFQXZdZzjE+4msJat+dRp8BeOBQnOsnGzb0epLA2m6/Tl9DgqmdNxnIWpz3Pm5Ovo97hZF7qH/k+4xPyas4SaolkbPxMvPRe1Dvq6RSYwtj4qZj1Piiqi2Ml+6mxV6KTJEbExTOq42QAVO0QevlFrM7FLFz9D2wuJz3Conlt4nQGRicBGqpmQBYfAG7TSbO+kvsGPsjyo/vpFRHD30ZPQy9J7MzL4skt33rIyI68s9Q89DLLjuzhgXUrePvALl4cO530O58ivbQIg85FQkAoRrkK6A+cQtNCSI2I5u39Oymtr+OWPkMRCPJqKsmrqaTnW0/zyYwFSEIw98v3eWLEFBb2HoqX3kC5taW/1fxegxm99CXP/oDbAPHRjV+z75ZHeHDdl2horM9Mp95pZ+Kyl9k67w8obVyrLlVBEoLEwBCCvbxocFqxK06yq8opqa+le2gk8QHBZFa2bP3e1nc4vqbmVgQdsDrv5M29O/jixKsEeVl4eMhElk6fR+pbT7MxO50f597jboWioSoKfrKe7+bciRACvSxjczjA6Wo3cvN/vbLSZFTp7++PqqrYbDbq6+spLi7G5XJhsVhQVbXdvoN/KS7FmH9QUNv6vMtoG5cJ0iVEcXExcXFxv7nv254Zam2RrZ/TG7XHPgkhcGoO3tj7JIqm4FIdnC4/gknnRYxvPEHmME6WHWr1OoNsxMfoz6pTS8mtPkOQVxgj4q7kuh73YNZ5sb9oK/cM+CsfH32Zknp3QrmqKRw8tx1/UxBmnTfBlnAGRI1iV8EGgsxhOBUnqqYxKm4aExKvaWxPOHh1zxM4lAZA0DWkDytOvu0hR+CuQPWLHMG6zBUt9rFH2ACq7BWomtKiKuXSnHx3ehk39LyPDVlfc7biBP6mIAbHjsfqrOdk6SEmJs7idPkRTpUfZoRjCj7GR3Eq1RwrOcnqZtWqw8W7mNFlAUNiJ7Ap+xv8jEHclHonvkYNQSadgxKAzhwp3s+qUx+ioSELHaPjp3NN99tYcugFbC6rOz/urWdICAxhSlJ35qXOJdw7gCpbnXvkXYMB0cMZwHAyKo5wtHg1Zr2FQTFj8TH4I4SEQX6blhUmE5Iwkl52js5BYWybdw8Ww7dI4i3cLcIU4HrgY+AoUIxJp2fH/DsAM75GJ5p2mP5RERTe/wzfnD6Jn9FMdlU5lbZ6fBvbArvyMxn8wYscWvQQvSKKEGI3MByoAz4BVIQAnYjhxp53M+Ddl3h590Z2LXiIzdmnWNeoP+oVHsPcr95n6fR5eBuMpL33HK9OnM205FQ+PLzT/XlFEOnjz6my4lafyeyqciwGI0adDpvLSWJgCGvPnmBnfhbFdbXM6taXZUfdflkWvZGbUtO4pfcQ8moqWZV+iGEd4kgOruafE6aSHBzK8qP7+eTYHjbccD/zv1nKxqx0wr19eXzYZIbEJiCJ85WtWvu13PrdFyw/usfz2PdnjrPpxvsp/cMLPLV1DUeLC+gVHoNTURBCoCgKQmm8Bh1OZGhjNODX4ffQemoOSZI83krNjSpra2vJzc1Fr9e3sBK4lMd+ucX2v8dlgtROaKqoOJ1O8vLyEELQoUOHdvlA/lb36+a4sPLTpDcymUwXlad2sfukCYWy+nPc3f8vyJIOIcCh2NE0DVmSGyfCWsJL70OfiGF8dvxNfI3+RPvGk111is+Ovckd/Z6k2l5JkFc4NleDhxw1x/HSfVzddRFfpy9hevI8TpUfpmf4QPKqz/Lewb95xM16ycj1Pe4hNWwgewo3YdKZMeu9KKzNabHeT7nfc3vfJ5CExP6irTgVJymh/RgYPZpPjr3BtSl3tooJOVa6lz6Rw+ge0o/hHSYjCx0l9YUU1uVw94CnqLZX8snR1xmfOIvC2lz8nRbCvePpGtIDm8vK1twfcCg2QGNLzmqu73EPm7K/4bqURfgadiCJdc32MIYuIfewJSeYSlspiuZi7dkvuKPfn4n1TSTCJxbQGB2fTJ3Dzv1pIwGF4vpsQi3RaJpKVsUpOgZ2ZnPOt+zK3+BZ+XDxLuan/pEIn0CEmICmRSBENO7Ik2I0TaOjfzBPjZyIl34DkmiuUzqCO85kOm6CFIoQCr5Gb+Ar3DlyYNaDSdePm1PnsqeggMExCfgYzczp3p+H1n/lmXxzV3RKgWIgCXiIlj/5eRjkTSweNIKbVy3nhR3rWNB7COsyTyIQhHj5EGbxZXBMAomvPo5DcfHXbd/zxdULyaupZGNWOhoaGRUlbU6d9Y3sQFFtNTaXk17hMYyJ78It334EQHrZOV6eMAtVU1mfeZINN9xPdlUZj236BkVVubFnGl56C1ZnIEFeH3JHvy7M7zUf8EYg8caka+kYEISiqhwtKeC1PZu4d+AIzPrTQChO1Y9PL4ha0dB45qc1fDT9ZqZ0SiHQbKHe6cDHYMTkZUbToN5hR69qra7Z5vmMvwa/N4J0IfR6Pb6+vhQXFxMfH++xEigtLcXpdGI2m1tYCbQnLoVI+3KL7eJwmSC1I+rr68nLyyMwMBBnO02JwKXTINXV1ZGXl0doaCiBgYEXLXy8uC9VQYRPLNtyf+DguW1oGqSGpzGsw2T2FGyig18nuoT04kTpeV+gbiF9sCsNXN11ITX2SoyyGUkSrDz5HkfO7WZwh/GN5oRtm2waZBMu1cm5ujz8TcEs6vMYQkj8ePaLFpNfTtXO2swVTO18I3sKNzWaHkqYdS01OnWOamodVVj03lyXcjeykMmoPMGSwy9SZj1HRUMJgeaQVjlqvsYAvkp/n2pbBTG+CYR7xxDuHU2dvYbiunyuS7mLCJ8YBA3I0ufA65j1AfSPGk9S0H28feAFXKo7DsSi96FLcG8CzBYk6UKH7DwksYN+kUNZm3k+rLeoNpdrUxZhkBtQtcN8OnMmAi/WZ65mR/56QEMvGZiSdC1JQT0B2FOwhQ5+SfgY/SipL6SkvoCN2d8wo8vN1DsHcLxkP/4mJ11DeiOLXCSh8urEWQyJjUOWVtEaJ4CbAX9gFu4KVCGwueWnROzFqQwgJbQT6eXnuGbFO0xJ6sHWmx7g4Q1fsacgm535uaSGDwFyG/9rbXiol8/QJ2IqACfLinh06ERenjCLq7v1RRKC2/sNZ8XJAzgU9+dgW24GC775iDcnX4tJp0fTNLwNRv41ZS7DlrzgIWd+RjNvTr6WTdmn+PvYGdzUM4353yylxm7DrNPTMzya275bzu39hvPOFdfz2fF9zP9mqWe/vs84xvNjZzAiLokAc0eMui8w6laiaW8w4J2/srcoF6Os4+Cix1jwzUdkVpYxJele4gPuwmLIp9Zub9Hya0JxXQ0mnY7ZK97h9F1PIwuBQafD6nSwMfMUewqzeGTIJCSn090ukiUMej3n6moItfjgcrnQtUGgfg7/FzVIv3Z7kiRhNpsxm80EBwfjcrlaGFU2j0lpD6PK9j5Ou91+uYJ0kbhMkNoJZWVlFBcXEx0djY+PDzU1Ne1KapzO3+56C3hK7qWlpZSXlxMbG4vFYvlV+3RRxydgS/bqFlNl2/N+xKW6SAzsxoasr7i660K89D4cLd5N74ghDO8wGYdip9pe4W6vmcOI9o3n2u53klmZjlOxkxY9BpvLSlJQD884fhP6RY7geOl+onzjsDprkYSEQTZR3tC6bVJYm0OgOQRwj+KfLDvIkNgJrMtc2eJ5stCRXX2GL9Pfb/V4sFcENmfL+JXuIf3w1vsys8st6CUDdsWGSWfGIMtIQiLSR0PDjCRAiFeAJjPHIvTyEvxMd9AzLI39RVvpGJCMXbExLXkeEsdpK11LJ2UR5j3A8/96yUjXkBQksRwh9iA3ft9q2lj6Rg5iZ/56NNw+SqtOLeX+gc/hVBzc3vdPOBQ75Q3FjOl4FeUNJWzKWoVLVXh975Oe9Tdlf8fCPn/AS/8RI+JuwKSToE13HYH762Yx7hgSjQsNGptg0qVjoxN6WceH0+axMz+TpYd38eDg8aQ2to7cmAQENK594bkII6/G3R4dGtuJs5WlZFdVYJL1OFQXQ2M7kXtBbMd3Z46y5swxXp80m6uSe2NzOUkICCb33mdZc+YoNpeLKzr3oMHpJN4/hN0FWQx+/++cqSghyGxh6fR56CWZEXFJrMs8yYCoeP68ZTUX4u/b13JHvxFo2kn3ruMHOHlh/Cye3fY9P2Qcx+Zy4mM0YVecrM/MZH7vIWRUhBJq8eGneX9g3qoPyWg29XZF5x7IQqLCZmV9Vjq9w2PIqipnwTdLeXrkVBb1GcZftq3hwbRxaJLEuqx0Fq1eRkVDPV56A08Ov4JFfYeiqhpGBC7Xv8/da/XO/o4rSP9pe//OqLKiosLjOfRbjCovi7T/97hMkNoJkiSRkJDg0e+0p26oPcf8hRDU1NQghPjFeqP/hF/yZSVJErLsbktdiANF2xgTfxWapqGXjYzpOJ3RHafR4HRHZZyryye/5izp5YcpqS8g1i+R61LuJj6gCwW1mcT4JeKl92Z68s1syV7NybKDmPVeDIgaRbglmuK6fGZ0WYBLdaFqKgbZRIAphEpbywTyCO8YGpxWQrwiaXDVUWotYljsRILMYRwu3oksdPRuDJodEjOB0+WHqXOcT3ofGjuRWnsVs7vfzoGin6i0lZMQ0IWkoBRcqpPdBRspsxYR45dIv8jhSKIKIf6OEPW420QzOU+OzsMgbyM1fARnKo4ypdN1OBUHRbXZdPCPoK37U02LJcgcRaglipL6AtKixyCJLITY0+J5QqzD15hGavggDp7bDoCqqWRUnKBbaB++Ovm+RzAvkBjVcSpTk28kt/pMi3Wq7RVsyV7L6PheWAx7gZ5o2nCEaEksoTdQAywBzgJPABFtHAGoWhRZlRXcteYTEgJCmNipOw8NGc81K95hWIdEHhqSDESiadEIoaJpQxDip2YreFHnGMvLuz4lJTSKewaMYtzHL1PnsPHnEVeQXlbKP3dv5J0r5vLQ+i+ptp8ntUadjmnJvThTWcwt337MqbJipien8uqk2fgbzThVhVf3bOTHsyf4ePrN7L7lYYrrqungF4RLdfLy7o2M6NCZeamDMOl0FNRUtTq+UmstsiQhS+mNj0xAiEx0Erw4biZTO/dkxckDPD50ErH+QZTW19L5tcc5V1eDXpK5vd9wNt94Pz3eepqKhnomd0phcdpYDhTlYnM5Mev0ZFSUYNLpSQmLYs7Kd9m38BEeHjIBvSRTY7cxe8W7nsgTq9PBH9evpH90HLlVFVzRuQdGne4XkaTfe4sNfhlR+XdGlVarlcpKNxFvXl36JVmYl0KkfbmCdHG4TJDaCU0XRRP+m6P5vxQOh4PKykpkWb4ovVFbaB438su+rARKGzojX6M/WqN/0ecn3sKlOunon8ysbrfiVB0U1+dj1Jm5LuUuzlac4NvTH3G0eA+aplLtqCTCO5a9BZuI9k2gf9RIRna8ElVTqLCW4mP0J86/M1tz1hBoDqF3xFBsrgbGJsxgxYm3PSPzOknPhMRrMMgGFvR6yF1lU12sz/wKIQSp4YMw6yyEWaLZnPMNPoYAbuv7JMdK9lBjr/RkrS098hI+Bn8Gx4ynV8QQTpTuR9FU3tr3NPVON5k6U3GM9LJDzOt5Fzq5yfxSBuytzo0bLoK9wrm97xPsLdzKhqwv8TcFc1f/x9C0QQjR3OwxBJc6hAPntnBjz/s5fG4H/aOGIMQ3/+Y9PM64hJmcKj+M1VkHgL8piIKabA85AtBQ2ZD1NT3D0sioON5qncK6HFStP+5RdCMwDE1TEGIzbkftvsCVuJ3BzwIGNC0QCEaIeFxqJ2yuoZh0/lidpVj0Idy55lU+nXkj3gYreqkQvVzPD3MXUVpvQxZeaHyFJH4CgoBH0LTuCHEITQsARpFTVc4jQycyMDqOb9IPc6a8mB/n3ouiqqSERbH69BHeObCNDTfcx4Prv2R3QRY9wqJ5cdxMJCEYvuRFTyvry/SDbMk5TeY9f6XMWu/WF11/O/4mI0L8QIDpDG5NVA/uGTCNfu+8QJi3L6tm386ERLfvUnOMiEuiwWnDIOuBW4FQVPUgR4u9WLz2Dfbc8hCqqtDBP8QdrPzu36htdPN2qgov797IoJgEjt32OErjfZMA7v7hMyJ9/OkXGceBohziA0J4euRUcqsreGPvZh4cPAGLwcC3jfEokT7+PDxkAld16YVeksmoKEEvy6S99xwHFj4GlwmSZ3sX+13ZllGl1WptZVTp5eWF0Whs83guhUj7cgXp4nCZIF0itKewuj0IUm1tLfn5+VgsFmRZbpc7k6b9+rm1VFVFUVx0D+nHoQvcmyckXsPugo3sLdzseSzWL5Gi2lyWHX3FoxVyC5PvZkDUKHKrz5AQ2I1tGd+TVZnO7O638dKuhxkSMx6z3sLh4l3M7nY7azNXcOjc+e3tzF/Pot6P4qXz5va+T3KsdC+SkOkROgC9pEMSKgo1yJJ7Wmtkxys5WLSdvYWb6RsxnDJrEZE+cYRZoqizV9E1uCcmvTcCjcPFuwCNorocsqrSPU7TB4u2echREwprsymsyybWryewD8gEooBAoKWJpUsdwOmy06zJ+NSTR1dtq8ClyujELFxqX/TyCRQ1DEkM4ETpfrbmrMYg6ekXNRBZ0qFpkbT1PetUQjhXl0+fiGH8lLuGSJ84wr2j+fHsitZPRiOrKh2d3FqIGuEdiyTKgD7AUoQIRdMmommjEEIGMoBXgRxAQtPmACp1dhVJuod9hVksXvsOJ0oLGRSTwCsTr+HLaxbiY/wUSewFzMBIYAihFl80qpFENe4JuWJgKxpDEXRCiBqgmm6hEcBuYD9Tk6/iXKfnaXA6qXPa8JfNrL/+boYveYnrew7k+bEz6BwcjlNxe1E9veU77uw3gn5RUeRWV/PewZ1kVpaxLfcMExM785dRnZCl1bjJ2Wjc9CQT2I5Z78ufho/jui8/oqSulnevvJ6RH/6D9Maoj4SAEJZOuwkfY03jaw8DH1Hv/APLjy2j3mnnn7s28o/xM3hu21r6RMZ6yFFzLD+6hxFxSfgZjOzOz+KBtSuJ8Q3g0xkL+Nv2H3h7/09k3fMXPjm6h29m38G3pw8jCXhhxzqGxiYS5ePPjvkP8umxvQz94HlsLhfXdu/Po8Mm8sKOdWzPy2BIZMefbe3/rzRI/+3t/Rai0tyoMiAgAFVVaWhooL6+nqKiIo9RZdN0nCzLHuF8e7fYLleQLg6XCdIlwv8qP+1CNI84iY2NxW63Y7W2dna+1Pslo2Nip2twqU5OlO1H06BLcCrRvvGsPftF81XpFzmCDw4930JI7VKdrMtcyVXJN5NedtgjhC6ozaK8oYT4gGS89D7UOCqRhQ6HYm9BjsAtst6Zv54grzA2ZH1Fp8DuSEgYZAmTbh1CbETGBQQhuIXsqlKEEAyIGk2kTweWHn6J4vp8OvonM6f7fPTy+9yPAgAAIABJREFU17gDWc30DBtJUtCDfHj4VQbHjGdLzmr6RAz1tK8uREVDObF+TV5TduBH4C7gQyAbMKNpY3EoSXx/9qkWYb2DY8bR4Kzjrf1P0zmoJ5E+0dTay8mteYXZ3W7HKJs4UrKHvpEDgdcRYhGwDmju1ByHEEnsyl/KkNgJyEJmYPQYSusL8TO27dkVaA5FFjr2FW7xPOZj8Gd43Dj0Ug6K6oNLnY5RZ0GIv+HWGvXEPeI/E6gFEhCiFE2T8DZCTnUdYz56BVfjtbIhK51hH7xAzr3PAjdT55iNt0EHFADvIcQ5BInADGAMkIsQp0HrAzwPJOLWIxVR55iD3dUDSahc/cW/2JDlbmn1Co9hzXV3UPHg39mYdQZV01BUFZ0kOFKczxMjxqNqx7EYzmB3hXLvwIdZ/OPXDOsQC3yCLDX/XG3CPUV3GshEJ+1lQuJiAA4X5zMpsRv7Fz7K2YoSVE0lKSgcSbiosVfhbchBJ1VQ71jI5pwCtua425cmnY5yax3xAUHE+Lb9XgR5ebMx6xQbs9J5afwsts//I0eK83lyy2o+P+52ej90Lo/Dxfn8bdsP/H3sVaw7e5KPj+zmqZFX8pdRU/nk2F5PfhzACzvXUtZQx9/GTCe/phIRFd/mti/Ef7ua87/YZntur7mYG84bVdbW1lJSUoLBYGj3SBCXy4XT6bxcQbpIXCZI7YRfksf2a/Fr11IUhYKCApxOp0dv5HQ621XP9Ev2S5IFmlCxOuoYmzCTqck3IhAomguH4miWPg8G2YBBNrYppC5qFFL3jRzK2wf+6nnc7mpgRIcrCLVEU2otpLKhjDJr69R0gBJrIYmB3cirOUtezVkGRY9FJ51CiLXNnlWOEK/QOehZXtr1GPXOWv407E2PlcCUpJno5TU4lE5omjsCwyjvxkt/goW9HwYkxiXMpNZWTUJA1zZIkiAhoBuwq9ljP6Gog5DEfQjhwn1p5uNU7BhlsyeuJNAcysDoMWzL+wGby8rh4p0cbnaqcqrP0CkohSpbORq1uENYt6Jpj6Bqm5ClOhS1JxpxfJ/xGbIk42Pww88UiEt1EOwVTpBXGPuKtrTQWMX6JRJqiSTEK4Jb+/yJ46V78TMGkRLWD4FGRqXGVycfZ3Kna+gaYkWIosZXHsY9wdYNuKrx332AzdiVAF7fk+shR56z31DPN6cOM71LD2RhQ9NAiBdxWwU0rZkFPIO7ijS48ZwlUGtPw6hLRNUEZdYaimrL3a20rHTP+gfP5TFn5fusmr2AER38MMjh/HnLGu5PG82A6Ggk8T7g9uQy6gA289KEhzHKygUtTXDrqjYCQ3FXkQw4VQVZSKTFxFNlrybc+yApYQW4K2EFOJUhFNZEsCPfwpzu83n3wDYWr3VX7XwMJm7pNRgfoxf9ozoS5etPn4gO7C86bzmhl2Ru7zucp7d+x6pTh7mhZxqxfoE4FIVRHTtTUFPJ4NhEeobF8OnMW9iVn8nO/EyGxSVxS58h5FVVMLNrH7q/+WcuxLIju3l5wixSw6L/v9QgNW3v/zJBuhDNjSo1TaOhoYHaWrcZ7dmzZz2VJYvFgk73636ybTZ3FfIyQbo4XCZIlwj/a4Jkt9vJzc3FbDbTsWNHTxusvU0nf45sCSHQhMYnx16nsDabacnziPGNJ68mkwBTMH7GQPpEDmP16Y8B0DSBhkaQOawVSQr3jsWhOHCpLtKix7ArfwPV9gqifRPYkvMttbZ1TE2+gTj/JKJ841okzjch1i+RcO9ohsRMoLg+n/5RaejlC8fSjYBAiBw6+CVxomw/ZdZion07UuuoxtcQgEOZxJactZwu/xEfgx/D48YR4W1EL2kcKzlEraOKzkE9SQzsRo/QARwpcRsHSkJidMfpGGVLo7i4y/9j77yj4yjMrv+bme270qr3Xiy5yHKX5Y57tynGpoReQwiElkAIAYcSSPJCggOhmmIwYINxA1ds497kIsmWbMmS1Xvfvjvz/bHW2rIEMWAIX+J7js7R0cxO29Hunfvc5z443FlIYhACAi5PERrVSqACQXBi0kzknqFPUtVeioJCmDGaZltDj/PdAOxuK8H6cPqGDEAtdvqIVuKWs2m1D8CoMXO8IQeoZ1LSFdjdNr4qXcnR2j1kx0wmO2YiHsXNnYP/wJ6KTTRYa4gP6EVmeDYCAl8WLcXhcRDjn0RGWBabTn3K8YZDvkBNg1qPIBScd1QuvISjDzAc+AxB2IqiXItT7nkCvEeR0ak24O3wquMsOepEG16idBx4DfgDVtcNPLhhGe8deQWX7GFGagbL5t3JioJF3ba/tfQEAloe2LCD7NgkHh8zHbUkYXWVY9KcH1jagFbaiawM9HUBdkX1mXMDtzyWT/IP849p82m0dpAcpMLuHoGCBpUoYXPZ0UkuegVrya2r4ZntX3DbwFH8Zv0ykgND2X7zwxyqLuMvuzcRajTxq6GXseEX97Fw2xo2FB8nISCY342aSklLA6tPeLs2VxUeYWpKX57d/iXDohNYfc2vaLC0U2dpZ9L7L/rGskT5BbDuul8TYw4AvObs8+ElqwI6SYXs+vkRpP8ELnYe0bdBEAQMBgNqtRqLxUJcXBwWi8WXvaRSqbqYvS/02ncSpEvDar8bLhGkHwn/yRJbp9+op3yjHzN0sicoosKByq2UthRyZe/bsbusvLjnUV8wZO+QwVyefjPhxhgO1+xCpzLQYm9kWsoCPsxb5FtPJaqZlrKAoqZ8dlVsIDWoHzcPeJh6azVlrSc5Xn+IfmFDKG05QYxfIhpJy4TEuWwqOVtCiDDFMjhyDCsL3yUlqC8Z4VkY1Ca8T/YA0Tjd16MQccagqzA37Uai/OJpsTcyI/VaVha8i4yKpXn/pLTF26beYK2m9HAhtw16gDAjrD6xhMTANCJNcfhpzExLvYbLEufQaK0lys87JLa8rZggfS+0Kj0rChZT1JSPWtQwJGo0lyXchVp6HjAiiSMQFYFY/3is7na2la5lYMQIMsOHdyshSoKK9JCBqEUbomBCEMzADqANgQJs7hBey3kWt+z1lWw89Sk3D3gYleBV8Got5ahECZPKD4eng17B/Yn1T6beWo3L42Bd0cfkniF69dZqegVn+LxjalHL1X3vJNwYg0duPa8M1YlkvIZ0r6KmVx/jzsEzeHnvFpQzbfrJgaGYNFrmpPUF1gJT8Bq9e7i3FAW3PBxRCMbubuPpr7fyRs7ZbrbVJ47S7rQTpDfQYu9KKA1qDaIgsDTvAG8e2smHuftZdc09eEt53SEIFSjKCECkew51CtCCoizAIw/jhv5eotFi76Csxc11K/7B4ZpyIkz+7L3tQcz+KgQ2MK+vwPTULCRRx8E7HiPWP5Dndqzj//aczbd67cB2cu78PY+Pns5jo6dxorGOdw7vOjM813vNUoJCWVeUz+aSAjaXFLDsWA5H7nqcG1Ys9pEjgKr2Fu75Yilrrr0Hh8fNNf2G8fe9m7ucyeTkPsiKjOi+sM+un0vL/X/rPlUqFWazGbPZjKIovjEoDQ0NOJ3OCw6qtNm8JfpLBOm74RJB+pHwY48H6Qnn+416yjf6qY/Lo7gpas7DrA0mKTCdF/f8zkd6kgP7MLPXtZS0FFBnqWRQ5GgCdcF8XvgOgyPHcH/Wsxyu2Y0oiAyIGIEA+GnNDI+ewPriTyhvK2Z+37uwuazcOfhx3LKLQzU7MQb1Y1vpGgZEjCAtJNM34iMuIBWHy0Zh4xHKWovoFzaUyxLmIAlzQEjA7RmODBQ15mLQ+KGRtAToQugdMoiSlgLizancOOABLM52HznyXXsUdpRtYUbqAu4Y/HtEQWRH2ZccqtmJTmVkcOQozLpgPshdhN1tYUTsZKL9k1mat4iy1iLAG1i5u2ITRrUfWdH3elUl4SMEYS+CIGPS9GFqyq3IioBbDmVs/Ax2lm/ALbswqv2Zm34DonAMSXwdrwo2A/gt8CQK6aw68aKPHIFXbfqyaClTk+eTU7OdWP9kVOJJBOFNdKpIYv3nYXFFEm+ORy2ZyK8/4Hut02NHrzL4VLqpKVfT4WzlXwff5VfDnkBiN96OtTPXRxmDNyTShSC4ABGLcyShhgA+uOIW1p7M49FRUzHr9KhF6cxrYhCE43jHiZwfEaFBVjJ4bsdXBOt13DwwkveP7uF8LDm6l4dHTObutV2HDN89ZAxOj5tnJszhkY2fsbmkgOKmelKCUnu8j2UljboOGyGGy88ofP3xyHFIohpFGYWCgN3lprK9g0ZrB31CI4jyCyL+pceot3rLJfdljSPEUI0ovA7IZ+7n9Xjke4kyRaKWJP6x76su+7W4HPxhyyqeHDuTGP9AHtqwnL2VJb7lKUFhXNVnMBmvLvT9raipjjUnconyC+h2HtvLTmJQa3hk42c8PX4ODdYOPs7fj1uWmZzchyVX3IKKC38g+zm23F9s/CcIUk+qlSAIvqBK8FooLBYLVqv13wZVXlKQvh8uEaSLhJ48SN8lbO3bcEFE5By/UXJy8jc+TfzUCpIgCARoQ9BIOiraSnxf0CaNP1f0vpWlef+kou0UAJtLVnD3kCdweZwszVtErH8yY+JmkhCYSklzAQeqv0avMpIdM4lfDn2Ktw+9QLOtgbUnP6SirYR+YUOZmXotaknL24deYE/lZuLMKSQFessfpc0nSA7qzcjYqYyMnUxRUz7V7aeJ9k/gcI1Ci2MNvUMGkhzUly2lq2h3ttI/LIukwHTizMkca9iP0+Mk2r9n86rN3YH7TMmoxd7I5OSrqGgrwaA2oVMZkBUZP60Zf20ANR3l9Aru7yNH5+Jw7R6Gx4xBEFYD5yox+QjCm4jcikAzWdETyI6ZRIezHX9tALADtdSZP+QAPgN64ZYfAvQ0WKs5H+Wtpwg2hBNiiCQ7Zixq6UW8vp5yBOHvmDQLATeKAg9kPUO704ZRY0YSJawuG+MT5rCjfB19Qgfxj72PY3Nb+CT/La7u+0sUpQyNpANCAQlZEREFBa/iEsCpZhP7K3MZFpPA9NQM5i17zTcvbVRcCisX3EaQ/iO8ZO8aYDXeuWuhONzX8+nxHP64dTWXJaTxi8xRqHvIlnlh53pO3LsQraTi9ZwdONwurs0YxnUZWcz88J88PHIyb82+gV+seJsjteUkB/VFlqcgiuvP2UoKAsPQqVy45WycztEUNFSxoiCX9OBArugtsObEETacKuCxUVPpHRpORXsr5a1NPnIEcPeQ0RjUf6WrAiUjiZ8QqP8dRc1N3fxYACcaa3F43HxVWsCWGx/glf3b2FVRzNCoeO4YPIaHNiynqr2l22uSAkO7bSvaLwCL08lLezZT2tLIomkLeGPW9bhlGVlRcNpsVDc0dumo+nf4qcnD/wJBupB9SpLULajSarV2CapUFIWysjJf3t139SAdPHiQ5557DpfLRUBAAM8++yzR0dFd1qmsrGTmzJnExcUBEBISwltvvfWd9vNzxSWC9CPhYpfYvm1bnX4jg8FATEzMt9bLf+oAS5WgZkz8dFYWvutLqgYYGDGSY/UHfeSoEwUNRxgYMZKSlgLK24oJ0AexvmgZB6rPdk7l1u3j5gEPccuAh1FQmJI8j53l68mt20ugLoQRsZPx1wbQ6mjCoDIxJHIMR2p302itRafSMzJ2CtXtZRQ2HmFi0hUs2v9Hn4dmT8UmsmMm0i9sKIsP/4WChkNMSrqKQREjOVZ/iJTAfoQaIjCq/bC42rsce7/Qobg8Tpyyg2i/BNacXEJenXduVpw5hQV9f8nlaTdTYynHI7uRhJ6/fCRBQhQkYH8PS48jCAIa1SZcnitodbQSqAtGEg8AH5+zXiTe9vM92FwTUImubnPiAMKMUTjdDu4Y9CgqcQne8R+d8ODyNCEr0eTW7cAte8gIG4JKdAEC64sKmdlrDNH+CXQ423xjWYqbj/FB7qv8ov8vUdiGKHwIGBCZgkdJROJW2p01vLBrK8+On8up5gae37neR47AO/rjFyuW8NGVs/HTvoS3C+45FMWNgooX92zg8a/WAqCRvF1ftw8aze+/+rzL+Y1L6EV5azPDohOZnppBg7WDdcX5DHvzOSramrnm0zc5ff+zpAaFMyGxN4qs5nRHFsGGoWikEzg94QjE80HubgxqDVnRibx+cHuXMtjCr9ey/eaHeGb7Oh7dvIInx83i8a9WcteQMb51tJIKk8aAN5bgfFSjlrQkBgQToOteDhyX0Ivc2ko+PZ7DmLhURselkB4Swdj4VPIbqll8uHs5c3ZaJrUd7d3+/tS4Wbx/dA8KCisKDpEcFMrD2ZPxKDJmnR5Zo8Hf3x+Px0NraysOhwONRoPRaOwxr+d/ocT2n1Ctvqvv6dygyqCgIDweDzabjd27d/PEE094R+eYTCxZsoQxY8aQmpp6Qef08MMP88orr5Cens7y5ct5+umnefXVV7usk5eXx6xZs1i4cOE3bOX/X0hPPvnk93nd93rRfzMURelCPBwOBw6HA7PZfFG2X19fT1hYWLe/t7e3c/r0aUJDQwkLC7ugTKKWlhaCg4N/8DG1tbWh1Wq/PVtDAZVKTUpQPyRBRYezjTprFQMiRlLRdoqajnLfqoG6EKYmzyfEGIFa1GBzdTAsejxH63YzKm4a/cKGolcbqbdU0epoJsacyNK8RTTbGxifOJeEgDQOVG+jX9gwjGp/Tree5MbMB3g/9yU6nK3M6HUdZa0nOVSz0xsGGD+DosZ8n6+mE5VtpYyNn0lx8zGsrg6q208zMm4qDredjPBhON1OkoJ6U9JcgMNjQ0BkYMQIhkaP5a3DL7CnYhMlLYXMTb+JU83HsbjaaHU0oSgKEX4xiIKEJEioJTU6lYHy1uIuZvJxCdOJ8otEEHYC55uxRbyls0gkEfQqNQgigtACHAQycLrvwe7OwuEehCD0o8XeyonGo6QFZ1LQcNaALAoSV/S+BZMmCEUpPBNbcM5bp4ym0ZbMKweepqDhMMXN+eyp/Ip4cwqB+lIywweyp+I0KUGJmDQG9lVu8UUzXJtxO37atQjCZryG6kZvqZBUGq0BCASy+VQBU1L6khocxo0rFndTT4qb6/njuKuRxBIgA0XxY8XxAgobG7hjzQc+31KgzsCvsy6jV3AEAXoDhY21qESRmweM4O9T59Nst+L2yDyz40vuWLOEDcXHaHN4Sw5uWaZfaDRX9hlIr6BQylqbSf/nn9hXWUdFmz9FTW7+dWAn20+f5JdDxyGJIk9tW4taEulwesM9m2wW9Go18/oM5taBo1AJIr1DIhkUFc+yYwdptlvxKDK/GjYKo+bEmetxLhJwy4PJqa7mssQ0Pi844ku57hcWxb9mXM/96z8h2GBkWko/bvh8MQMjYjGoNISb/LmqzyDqLO2cbKxDEkT+OG4Gk5P64JY9XNF7IB5FoW9YFK9Mv5bBUfFcvfwN7G4XT4ydyeXpA5jz8Ss8unkFf9u1EZvHzdTemeQ0VnPa3sGAxBQUQaC2upqmpiacTieyLKNSqRBFkY6ODlQq1U+Wr+N2u+no6CAgoHv58MeCzWZDlmVMJtO/X/kiwel04nA48Pf3/16vF0URjUZDcnIy1113HZIkcfjwYU6fPs2rr77KsmXLKC4uZtCgQd/43jmdToKDgxk1ahTgrVKsWrWKBQsWdFnv888/Jzc3l/fff58vv/ySPn36EBIS8r2O+0dG97bNf4NLCtJFwo/Z5t+p1Jz79KQoCvX19TQ1NX2neWo/pYKkiAoO2cbu0g0Y1H5khA1jVtoNpAZnIAoSEcbYLutPTZnPnsrN5NcfYFLSldw26Hc4ZSdj42eRU70dh8dB39DBZMdMZM2JDxAQqLdWU2+tpqgpn19nPc1VhtuxuSxE+ydyy8CHKW0ppNFay/VZ9/FR3iuUt3l9MUdqd3Og+mtuGfBb/EoDaHeeLVEoyNRbqzHrgqm3VmNzW1AUmcyI4XyQ+zLTU6/B5XFwx+Df0+5oxawLot5SzftHX/IpUZXtJeyt2Mx1Gb+msPEwuys2UdScz9CocXhkK6FGfwQhn9Fx6WTHjGXZscXUdJQzPGYimeH9EYTDwBi8ZbJzMRTvSJLXcHumIjMYARWCmIEgDMbhns/H+W9T0uLtJIvyi+fqvndR1X6awZFjuGfok+RU70AURDLDs2mw1fDlyQ+YmXY9YOBcQub0jOOLkx/j9JwNKpQVD2tPfsLdQ/6AU3aTGRGCTiUiKw4mJs1h7cmPMWuDCdQFA13Hm3jvmS8JMtwDwGuz5uGRq1CUeMw6PbaOrqGEBrUGARG4Elkx82HuQZ7f+RVfXHsvkiD6SMQD2WNBKMLq8ictOJy8u59Ap1LTbOvAI8vM+HARj42eRoCuZ/9FrDmQEbFJaCWBKP8AtCqJazKGMidtAOuL8lnQbwhj4lNxyy78NGr2334PKslAXm0FN638iGP11eRUl/GbrIl8cuwguyuKGRqVwJCoBLbd+BD3rvuITaeOs+ToQe7NuhaV+BJnk9O1ON0L+N3mNfzrwNcsueJWah/6C6sLjxJiMJEVk8ivvljKgarT/OmyOWwtPcGOW+7D6RHZUHyMD3L3EaQ38rfJV7Fo+jVoJInSlkZe2rOZh0ZMJsovkEVRCYCCTqWm0dpBh9OOn0bHfVnjyXh1oa885/C4eXHPJtKCw6nqaGXhtjX4a3V8dcMDpCcn4zhjED43r6czZfqnUnb+U+Wun6qLrRMXU7XS6/XExcWh1+tZv3495eXlbN++nUOHDtHe3v6NZFOj0TBnzhzf8SxatIiJEyd2W0+r1TJ79mwWLFjA9u3bueeee/jiiy9+8BirnwMuKUgXEeeOGnG5XFgsFgIDew56+y4QBIH6+nqCg4MRRRGPx0NFRQU2m43ExMTv9PSmKAqNjY2Ehnb3J3xXtLe3o1arezT+iaKI1d3Gqwee4nTrSUpaCthbuZkhkWPQSFpkxUOvkP6cbDqKxdWOXmVkcvI8lh9/A5vbwvGGHBQFDGoTbx9+gcr2UuosleTV78ekMTM0eiy1lkqfIuJR3GglPSH6cKzuDt478iJj42dR3HwMvdqETqXvMigXwOrqIEAXTKA+xOcF0kp6kgP7khUznuP1OTTZ64jyS6B/+HAsrnY2nvqUNkczg6NG45LdWF0dyIrM6zlPdyu5uWQnKUF9qWwvZWbqtbQ5WkgN7oVJcxBJfBVBOIIg7EQSq+gXdidZ0eOJ8otGLX2Gt9PrasAfaAGGoShXIQgjgGO4PFdysLqCVSeWsqdyM8GGcEyasWw4tYrjDYfOvkfOVuosVYxPnMPB6u2EGCJwyy7UkpbdFRvZVb6eOmslqUEZGDXjEIVCvD6fQARms67oE5+pvhN2t5URsVP45/4n2V72JYdrdhMfkEZyUCr9w7IxqP2I8Y9GFFyACWjg7DBZLTAaUdiBKLyMStyByxOEJMR2KbEB3J81gZFxDjRSBy45gmC9mQERscSZgwjU633ZRv+aOR9/7RuYtU56BQ/HqFGjEvfirzuMRqXijsGz+LwglzsHj+HNnB1dlKqUoDCeHT8TvXoFghCDy2NnRExf/DQ6Rrz9PB/nH2Bp3n4iTSbGxAehEv+OVrUKtbiZSJOKX/S/kfeP7mdOWiYtDis3r3yXI7UVfFmUx+oTR7l/+ARmpGbw+JjpZIbHIokmFCYgEAYMQOEG3j96jMc2r8Yle/gk/wBalYobMrP5siiP+cvfoNVh4/+mzKNPWBRDosJxeVp4cusm7lu3jGP11RysLuO1g9u5LmMIiYHthBjC2FNRglbSEOVn5uaV77Bo/1bGJ6YTpDMyOj4Vh9tNrH8gL+/b0u1/1+p28ddJV/LwyCmMjU9l4bY1LOifhaiATqfD39+fgIAAXyu63W6nubkZp9OJoig+denHgMvlwmq1XjRl/kLQGaz7U2YI2e12PB7PRVOt8vLyyM3N5aabbsJsNpORkcHkyZN91/HLL7/k1ltvZfHixb6fbdu2MXfuXJxOJ4888gg2m40nn3yymy8tKyuLjIwMBEEgISGB5cuXM2TIkJ+jinRJQfq54GIqSJ3b6zTiXajf6Mc+rm/blkt2sPX0GpyerjPGnB47dZZKPi98h76hQ7gp8yGON+TQ4WzDI7u6dFn1DRvMuqKPfTPTOrGzfD3ZMRO7jcSwuTqo6jhNWvAA1JIGSZRICeqH3W3tMXgSoN7iHR8CMDZ+JlnR46mzVNFqb+DqvndQ0nycIEMkbtmJxdlOnDmVOWk3sKV0Fa2OZhLMvc502Am+kk8nAnQhtDta2HZ6DU22OqamzEcSnWfGVHjhlucA46huL0EtqQnWhyPLVyGKzwDPA9cDv0VRtLhkF3a3BZcnHT+tkVZHK022OlSimkZbLalBfZiechWTkmaxp2IrX59eh4LMqeYCgvRhDI0ay/GGQ2wv+6LbdShpKSDWfzLeVGjxzLE5iTDF+FS3Tpi1QSiK4pvf1u5s4cPcRTyY/TxGjUJG+DDanS6a7Zn4aUz4axegkV4FKlGUSXgTtc8Os9Wr13DPsIfx1+l5df823LLMLQOHc9eQLAzqTcBsVIJMhJ9ChKkdQWjikZHjuarPYD4vOIxRrQE0qKQiJEVCEJ6mMzVcFLZg0gzhuQm/oNXhYc+tv+Wxrz7nRGMdY+NTeX7iTDTSp3jjEAbipy1gbMJ0ei16wpcTZFBruHVgNqLwLNB45qg9iOLX6FQRLLxsBpenD2HMO3/pcp1y6yr5MHc/uXUVFDc38O7cm1hxLI+pqWkY1KkcrrFhcZZxy6quHXYLt61lSlJf5qYP4L6s8TTaLCw5upcokx6j5j3aHTfxj71bu7zG6XHzhy1r+OCKKZh1C3kg+7e8dySfARExtDsd5FSXMeG9Fyn+9TMkBgTz+szrqepoQS1KXN57INkxSbQ77SzN3Y+/Vsex+moe3vgp9w+fwMdX3dHtfunsmGpra8NoNKLT6bBarbS1tVFbW+vzLX2Td+n74udqmP5JtTNcAAAgAElEQVS579Nms31rB9u0adOYNm1at79bLBbuvvtuAgICePXVV3ts/nn//feZOXOmTwzoJMn/DfjvOIufIX4MgtT54RMeHk5QUND32k5P5brvi28qsVmtVgQ1NNnqui0rbDjKkOixaIq05NcfoLTlBJnhw/HXBqCWtIQaoqi3eo3CRrU/Tbb6bttweuxYXR20n2c4TgsZwP7KLWSGZzOvz+0cq8+hd8gAgvRhhBqjejyH5KC+JASkEWIIRyWqeeXAU74yWZgxmhszH0AjulBJh9GpRnB1nztosVcR6RdNTUcFm0o+Iz4glYGRo8ipPpvBoxLVjIydzJ5Kb85MXt1+ZqZej6zk06mmeORJNNl6896RJ3zqU6ghipsG/Aa98Cc8cjmSGIUgbMXpGcFH+W/44gWC9GFc0+8e3LKLfqGZRPnZEYSnkIRmJLEfI2InEWoIY/nxd9BIGmRFpsXewICI7B4JUrRfDILwMXASp+dyJKEfKlHL1JSrWXz4rz7iKiAyNeVqTjUXICsyCQG9CDNE0+5soar9JNF+acjYUYmtRJrsSEIcdZYqwoz3opY+AYYjCJvO23sLBvXz3DzgNq7p9wACIhqpFa3KAYwAZBA2oBHXnvOafiQH3snctEwsThmdahIepR+SsJ2uI1UADiAIM3DLJgwqNR9ecTWiIABV+GkX450VNxOIA5JosVupOCc/aGBELC65jrPk6Cy0qoPcNOAeVhYUkldX1W15QWMNESYzL+7ZzE2fv8O7c+dj1i3C4c5mS6mL6zKGoRLFbv4rP62W/Loq0hY9AcDEpN7cOTgFaKXe2oKrh4DNU80NCIIf0I5BvZ7pKZehk9TcMWgUf55wOcXN9eyrKKagsY7R8SlEmQI4fs9TlLc1sfrEUcKN/nx1429otdv4MG8feytLuObTN3n/8pu5svegbulPcPaL/Nw06G+aNdY5b+xCOuO+Cf9LJbaLuU+73f69fGIPP/ww8fHxPPXUU994PPv378dut3P77bezb98+ZFkmKenCxtT83HGJIF0knP9PezG9Pp0G8NraWuLj43+Q1NsZ03+xCNL559jc3ExNTQ3JvZJICujdrUttf9VWhkaP5bqMX7PmxBLqrdUcrdvDxMQrUBSY1+d23j/6d9qdLdRaKkgISOtmog7QhaBTGXB6vE/4alHD6Pjp6FUGLK4OnJ5WYv3jqGkrp9FaR9/QwSgoDI0a12UobnrwAKL9E3h1/1PcNuh3XTxEAHWWSvZVbmVk7GQq2iKp6dhJvDmFUGMYkaYmMsLuodHaxInGo1yWMIuEgDSO1R3AqPFjaNRl1FjKyavzZgcpKNjcFgzqyDNbF5GViSw/9lKX0ly9tYp1RcuZnroAtRiGILyL0zOMjadWoxI1XN//PiKMMXQ42yhsOMLY+JmoxXbU0tPI8hg8ynRsbhsaSUdyUBQZYcPw0wRQ3HSM5cff4MHsv5AdM4nytmLqLFU4PXZi/ZOJNycDq3F5HmBb6Sby6j9maNRYBkeO5v6s5zhUsxOX7CQjbBgujxONpOWREX9GFCyIQhEeJRONlAgoqITXgJNnzkhNmPFGnJ4gJPEWnG4ZrSqY7rdeGxqpHI1UCIwCtuKdSdcLRRmHKJxLjqLwZiMJJAUFIStOYBCiYEEQys/fMAAO92lWFriZ2SsDf20RgvDGOUtvwxsW+jzQToDuGYxqLRaXV/20u91Iwjc9fetpsduI9Ou55DMmLpVlxw4C3uBKreoWoAGtKp+56bMpbKzlsVHTWPj12fNLCgwhzhxAnDmY0XGpbC87iU6lRsEG1BPlF0SEyZ+ajq5m74lJ6Uhnzl8UKog1B2B1eRiXkMZXJYWkBofROySCYTFJ5NSUEWE082HePp7Yssq3jb/s2sChOx/n7sFjuKr3YO5Ys4S/7d7ErLRMevp67OkBqadZYxaLxfeAp9VqfTEC31Vd+k91sf3UishPrSD1hGPHjrF582ZSUlK4/PLLAQgLC+ONN95g6dKl1NXVcd999/H73/+e3/3ud6xcuRKtVsvf/va3n5xQ/li4RJB+JFysvKFOv5Esy8TFxV2UOvgPGX57Ls49R0VRqKmpob29ncTERLQqHSNiJ1PUnE9VeyngTXqekjIPRVHw0wRw26BHvdsRRFweJ2pJTUHDEX41bCGN1joMaiNTkudR0XaKZrtXSdJIOuam3YRLdnJf1jM0WGsI0AVzuvUky4+/wfy+t6KRduJRRjMsdgweGSQxF1E4wMSkKxkeM4ay1iIiTTEE6mN45/Df8ChuZEWm1lLR5fx0KgNDo8bycf6/KG7O9/19cORoJiVdxYGqrTTbG+gVnIlKUJMa2JdIYywOj41NJZ9R1HRWLQo1RKFTGZBEA94BrmW4ZYX6HrKJipuPIQmqM5lBhxBYgF5VysjYKWwuWUFpywmCDWGMiZ+BSlShkfYjy2Noc47lw9yXzihwAr1DBjIn7UZcsoO3D/0FWZEpaDjMuIRZNNsaCNAF02SrJ8QQjFp6HadnIjvKvmJ/1TZuGvAg9ZYq3jnyV4xqf7KixxNv7sWu8vVsL/+Se4c9jk61E0Hw5gV5hfd0FOUu4Nw5eC7U0hJE4c/UdrTx4p6tPDN+BmopBK83qRP+QBawDO9oku14Z7bNRBAOnLNeGPAbYC2C8DoCbkQhA0W5CVEoBpLoKR7BLcfz3tEP+NPXaym9fyEC0XhTs2PxJnz/AW/+E3iUAh4dPZnHv1oNQE51GRaXCj9tOt7ZdmchK5Mwqv3pG2rijkGjeD1nh2/Zgn5DyYyIYd6y1wBQidIZ5coD5BPtdzmFDQ7m9xvCVX0G8XnBYVKCgpibnolaLGJXhY7P5t/FxuJjFDbW4qdJxZtEvpsPr7iB2R+94eukywyPYeFlszBqXgZAUZJQFIHFh3fxwPplPkP7uIRerL7mV6wtPEq/UdE8/XVXNbHB2sETW1Yxq1d/luTuZeWCu5n3yetIgsg3fWL8uy/yTnXp2ybZX6i69L+kIP0Qpe18fB8FqU+fPhQWFva47JprrvH9Hh4ezuLFi3/Q8f1ccYkgXUScSzwuRontXL+RTqe7aP+kncf2Q/8BOxUkt9tNebn3yTUpKQmVSuX9UFEkbsp8kFZHMxpJg15lxC27ON5wmE0ln+GRXWSEZZEc2IcIP29HW721in8dWMidgx9HQKSkpYDbBz1KedspXB4HqcH9UBSot1QRYQonxBBKeesJJMHNHYMeQRC2IQilSFyGIIggehBQgBw00iGC9L0I0ofjkf3wKNHUdJShlrRozvyc65nKDM/mVPPxLuQI4GD1dgZEjKS09SRFTXkcrN5OZng2U1Pms754GfP63o5aPNvBEWKIYEG/u2m217PmxIf8ov/daKRi1JKh2z4BAnRByIobQfCOO5EVByPjpvDawWdosXtJhaW1jQ9zX+aXQ55Eo4/AraSxNO9lX3kSFI435BBiCPfObztDMLWSnnVFn3CoZgcmjZn5fe9GEDpQlHBEYRA51Y8xKHIkrY4mPi9858y2qihpKSDOP4V5fe9ErzZi0ujPG/ALUIAg5OAti50btGgHqllRUMZfdm2gzWHjb5MfxqDeiCCU4CUpk4ECZGUBoEXgZQShHUWpQxDOLY9OAbbgVZg6cRRBeBOvqd0Pb/fc2bRpRZmE3a1hR5nXiP9Wzh5uHvgwirITtRSANx7hbKirSfMR92f9huyYBN457PXk2FwCinI3grASOAr4Y3VN4mSjmjkf/ZG35tzIMxMu577hE9lfWUpmRAx+Gh3TP3gZm9tbnrwuYxgOdy0aKR7oj1Hjz6TkahQlBLcs88jISUiCgCSCrKQzNErgqmWvkRAQQmJAMF+fPsnYhPvQqd4iK2YytQ89x/bTRQQbzCQEhGBQqfDOhQsBpmN1Czy44Sw5Au8MusWHdnFZYm/y6itxerqH2R6treRXwy7js+OHGBgRx5PjZuGRPd+oIH0XwvJN6lJra6tPXeokSz+H3KX/ln3a7fZLg2q/By51sV1EnNvFJggCdXV1hIaGfq8bva2tjbKyMkJDQwkPD6e1tRW9Xo9Wq/3Bx9nY2EhAQMAPJkh2ux273U59fT1Go5GYmJhu23TIVuweG+uKPmZTyWdUtJ9iUOQoRsdNY2DESCL94jhUs5Oc6u1YnG2MT5xLi72RKL8ESlsK+eTYa+yv2orL46DZ3sCeis0MiMimxd5EoM6MSlpBoL6CYANI4gFE4ShwJYKwH6hDELRA0hkVwoLXR1KDR55Pg7Ueq6uDWksFkX5xBOpDOd160nfsAyKyqeo4TVX7ac5HqDESlahCJaroGzoEj+Ihxi+RPqGDqWg9xdDocQyPmcDQqHEMj5mIiApJkNhVvoE2RytmXW/csgutpKe09dyxJQKz0n6BWRuEJHgQhApEIYDyNiv7KruOoVBQkJFJNI/GKTvYdOr8obtgcbYzInYK+yq/wl8byOTkq/iiaCku2YnT4+BE4xGyomews9xAhMnM3spNjEuYzZ6KzTTbG+gTOpgJSVcwImYyAyNHYXdbsbo60Kn8UIkTkMQCvF1vnTAACXiH0549J4HZPLJxDadbmzhYXcamkiKSAocTb54CSjpgxO7Wsyz/XdJD+qKSFgPvIwi78PqDyvEqTtcBnwC28860Hm8+1DLgZryqUDyKcjUdzr7oVAZ2lhVT2tqIgkC0XxCfHm8g1j8df20DgnAuCbajkXYRZx5EYmAfBEHghZ0bSAoMJ8ZvGE7PSCra0nhp7zFuX72UBmsHnxcc5oHhE3lk46dkRSeQFZ3Im4e2s72sCK2k5o7Bo3l2/FysLgWjeiCCUAUsQSXuxOIayJWfvM/tq5cQavDjWH0dw958gbSQCB4bNQ0BqGxvIcoviDhzHDZ3Nh7FD5WoRVEUXt63jZtXvssvh47BoE4E5mF1gUdRuL5/FlaXk8M1Z9VRSRSZnZZJUkAIi/Zv7eZnurz3QIxqDZ8eP4TF5eChEZPQ0vMDX2trq2+46veBJEno9founXEOh4OmpiZf7tK5nXF2ux232/2TZhK1t7ej1Wovymfvd9mnWq2+aPlSGzZsQKvVMnny5Iuyvf9PcamL7eeC7+v1OTff6Fy/0cUcEXKxDOR2u5329naioqJ6jDMQBAGVoObdw3/FcSZLp6gpn/LWP/PrrGcAeDPnOd+y8rZiTjblcfOAh31z1QCcHgfHGnJ82623VBNmjObrsq8YGz8Pl+w1bTfbGonym4ckulGJIXhVhkIEoS+K8jiCsBZvt1IaLfZmNhQvZ16f29FKejadWsEv+t9PqCGKo7V7UItqUgL7elWoHhBhjCElsC8DkClqyifcFINebQQFQk1RbDy1nImJV3CyKZcDVV+jkTQMj5nErYN+y56KzVS2n2bb6TXclPkgQfow8ur3oxG1DI0eR5AulFPNBUSYognQ3YYo7MPl6ZnMujwOZATUoqnHTjqdyoBHcZMZns24hFlsLV3t6z4DsLjaqemo4o9bV/OroWPIDM9GEiVcspO56TcRaohkb+VmJiZeweZTKzhceza1uX/4cGam/hq1dLY8pSjRCELXuANFGUZNh4Ntp8+Sz32VpVz5yWJqH3qB9cUfMTVlHptL1hFqjDxDVjoJlht4A7gTyMPbYdfTtRDOLDsOPAYMBPoCIQhCIWqpnXXX38K+yipKmtvZUnqCP329lneP7GP/7fdjUH/O2WwiAAW7O4o717zOgSovQf7HtPnsLC/nL7s2sPrE0S57b3PY2VFWjMPjZs5Hr1L1wAv0D4/h0J2PoxJF1hXlM/adv1HZ3kLNg39GZAXe8qsBgzqMYIORz66+i17B4Yx95294FBm3x8Pbh3ZQ2FjLtNQMDGoNdrfMuqICcmsr+Sh/P0VNXmUw3hyMSWPA4kqntqOFhzZ+Sl5dFcNjEnlh4pWMjkvl1lXvAZAWHEZlWzOFDTX8bfI8frn2Q999kxAQzO9GTuGaT98EINzoDSr8prFJF1Pp+DZ1qaamxqeiXywP5YXiv6GsZ7fbv3fo5P8yLhGki4jzvT2dRORCb/ROv5HH4+k2T+3HCJ78vugkca2trRiNxm/MehIEOFKzx0eAOuHw2GixN5Bff7DbsuqOMspai3xdZT1BI2lZc/J9yluLyYoez+oTSzl+hkDF+CVx88C7gWc4m1h8AEE4iKLcAcwCPOhVTk63nuCj/FcZEz+DWWnXoyjgll1MSroSnUqHUV1H/7CB7K3Y3MUrlBiQToQplpzqHWwqORvkGKwP57ZBv8MjexgUOYoviz/yjRoB+PT4G1zZ+zYC9SGkBmXwxcmlvHbwGQZGjGBI1Fg8shudSo9a0mDSmM+URmQgm8RAAY2k6xLaCNA3dCgobhBk+oUNJbeuazjjyNjJmDVBjEuYzeGaXew9T4UCUIk62h0Onti6lu03P0CDpZRRsVMxafx569DzpIcMoM5a1YUcARyt3cPgyGHEmQfhLWuF4FFG4nJb0Kv1gICimIFe3LXmzW77HR2fisPTREbYIGRZIb/uILPSrkYjnThvzUasTiutjjT0Kg9m3WgE4VO8zqcUvITJhKLYEAQ74ARaUZR+CMLzmDQVZ85TYHjMdWTHDOGXXyznpgEjCNQZ2HyqiEnJ96FTLQNOA7FYXVewvrjYR45uGzQKu9tFdUcrwYae1YsQg4kOpwMFhdy6CpYc3cuspf/sso4kiGfGyAhnrs+1gMxrMy8np7qRl/dt4c8TZ+KWBeb2zsTidGJxOSlrbSLOHERJcwMlzQ30D4/hN9kTuXXVe6wvymfxnBsRUHC43Qx87RnanZ0PJHV8VVLIiXsX8vyO9TTZLTw8YgpXL3uNk011FNyzkBmpGXx6PIdQg4npqf147KvP2VlejCgIPDZ6GlpJhd1m8ZGTcz/PLtZDW0/oybvU2NiI0+mkpKTEZ/T+oZ1x/w4Xu6PsQnCpxPbzwCWC9CPiu3SyORwOTp8+jclkIjY2tts/5E+VX/TvIMsyFRUVuFwuIiIi6Ojo+Nb1z/9C74SAQLujpcdl7c4WrC4LWdETKGw80mVZhCkWP62ZE425jIydTEHDIR85AhgUmQXKZhDOH+eQd6as8SUQi1Ezkd4hAznecIgPc19GJaq5MfNBgvShCIhIoogorkZQArh90EMcrd1PdUcViQHJ9AoehEt2sqV0VZc9NNpq2VG2nmFR49DpQsivO8D52F2xkTlpN1HWepLLe9/CFye9QY8Hqr9mVOw04s2prDnxAekh/Yj2T0YQ3gdKELiO6zPuZUXBYprtDWglHWPiZxKgC0arMuH2nGZ66jUE6kM5Vp+DTqUnK3o8SYF9aLE3oJF0JAak8fXptV3GmqQE9cPhEcipLkNB4bJ3/86LU64gOzaRDUXL8ChuwozRPQ7VBTjZdJIY/6EIJOCWs1lRkM/c9EzKW6Oos1SSGBiOUS3zxNiZbCop8GULhRv9eXnafNSimkB9IrUWK3cOeYpGaxWyEoZ4zndDh/MO/rRtOy/s2ki0XwCH7/otgbpwJDEZr+dGQVESaLZZMOv+isXVjEHtj8h6BOFc472CWvoYjzyEf0ydz+aSAuqsHYyITcdLtm4HAlGUNiRBS51lN/dlTWB2Wn+SA0OZsuTv9A+P4bHR0/jg6N4upams6EQSAoLZVnqC8YlpDIqMI8Y/kIlJvXll/1YO1Xg9ejN7ZWBxteOnuRZZ6U+HU8Zfu4EAncSI2AkMjXLhp83HIwciKyCgYvHh3UxP7ceLezbx0p7Nvn0OjIhl600PIiAAHYhCM68eOOgjR52oam9hdcFRPpl3O9H+gSw/loMCHL7rD3S4HJxuaeTGzOHoVBrWnczjYFUZM3v159FRU+kTEgluD5IkIcsysiz7rASSJP1k6kqnuuRwOPB4PJjN5h69S0ajEY1Gc1GP6T/VOfdzaPP/X8clgvQj4kKJSFtbG5WVld+ab3SxR4R8n205nU7KysrQ6XQkJibS0dHxrU+QsqzQP3w4W0tXdyn9CIiYtUH0DhnQrYVfFESSAnuzNO+fLOh7D3cNfoKipnxy6/YRaoxgWsoCSltOIiseIkxx5Nd17Vjy1/ojij13XnjzcXTAGgQhlit638jXpyMoaspjdtqNdDjb+Dj/X1icbfQK7s+4hDvQSG+jlp5mYEQ2GUosKrECgWHUWip8c8fORUVbMSNiJ+Nw27qVuwDsbht6lZEGWw1Do8Zxf9azdDjbMGr8sDjbWHL0ZdJD+pMekokoPE6nv0ctvUaU32zuHvJHnB4HGkmLR/FQ3V5KkD4YD8G8fegFsqLHs6Dv3bhkJ/n1B2l3tCAIEsmBvQk3RfDbkc/SaKvnaO0h9CoTw2Mm8OTWL33HerS2ggnv/YP8X/4erUpPrH8yVle7L0zzfIQZolCUNBB6c6TmNHPT+/NR3j99o04AsmMmMjZ+MjUP/pm1J/PRqzVMSExDQOS21Uv4KG8/sqKQGhTGqmt+idtzGRrVNqAZiKfD6c9fdnmzkyrbW3h4wyremH058Fe8BAkEIYAA/QN0ODSsPnGaodFh9Ao+hbfsdu697kIQarh9zRaWHPXeeypR5OOrbmNqSh8M6jwEIQ+tqoPbB4XjlvtT1R5M73/+kXEJabw282pEQWH3bY/w5Na1lLY0MDm5D4+MmMIda5bwyMgp3DVkDE9sWUVuXRXZMYmsvfZefrvpM4qa6nh79o24PXZgGB7FjUGtweaegU7lQSutQqfyKnySCBKb8BefoMVuwaDWdCFHAIdqynkrZyeBOgPjkxIJMQg02c6f3edFvbWdq0IH4ZI9zOyVwfUZw1j49Vr+umuj772/Y9Bo/m/KPCYkpyMioJYkRAVcssunZneSJFmWcTqdeDwe38/56tKPgfNzlzrVJavVisVioaqqCkVRLqq69N9g0v4+bf6XcIkg/aj4d74hRVGoq6ujubn53+YbXWwP0nfdVkdHBxUVFYSEhBAcHOzzWH0b0VIUBb3KwJW9b+PLoo+xuNowafyZknw1NZZyov0TGRQ5mkPVO1BQUItapqUuoLq9jLHxM5HxUNJ8HL3awM0DHjqzTg0RpmhAwOVxEqDrGmdf0VZJnDkNtZRz3tGIQCrQ2Xm1H5WoYnRcCKPj7qOqvZoPcl+msy1/d8VGai0VzO97DRrpj4jiF3j70gYCtQTpQ3r0/IQZoxEFEYPaRLgxplt0QJ+QQV4/UvRlqCW9732o66gg2BDJ9f3vpc5SBRyiq/lZRhI/R1Qgv87EuuLlqCUts3vdQIeznSZbDfXWatac/KDL/pID+zI+cS7BhgAEvkYQ8onyCybSNANZMbGxeCV3Dx3P4ZpyAvUGGm0WMsOjSQkMJ8QwigERIwjQBqEAU5KvZkfZOiwurzoXbowhPWQAJxrzSQlMZ0BEPPn1h7qQI++13MTQqHH4a43M6zMYp8eNonh4ed8WPsw9WxI82VTHjA8XcfSuJ5DkPyAKOxGEoRypqfRd5yi/AB4bPR6V+BGd5MiLFkThbUzaBxgdn0qsvw64Dy85OgisxEu4BFyeQHKqy3yvjDMHEWLwx+UBi5LGoRo9USYz4SY1Rk0RkX6JjIhNYdm8GzFq/gWUMDhyOEsunwxEIAgqDleXMzctk8t7DyRt0RPUWbw+rO1lJ1lZeIRDdz6O3eXEXweSuBbIRyMFYHNNpbIthIQAP9TS+WM/NFicDTw34XLWnMilJ+yuOMXL0xYgCgJuGX47YgqRfmb2V5byecFhXLIHSRCZ13cwguBmwfK3mJrSh6v7DOHuIWO5d9hlHK6p4LZV7/F6znZuyBxOv7Bo/rxrHXqVhtsGjUKnUqFRBJ8vRhRFXC4XNTU1+Pv7o9PpfFltbrcbQRCQJOlHIUs9EQdRFDGZTJhMJhRF8Y15Ote79EPUpf+UgnSxS2yXCNJ3xyWCdBHxXQbWfpvfqCdcbA/ShW5LURSampqoq6sjNja2S/fIBREtj0hKYD/uy+qPS3aiEtUcrtnFqsL3MOuCmJt2M2PjZ9LmaCJYH05RUz4tjib8NP4s2vcH35iRjac+5bZBjxKgtWFQw+y0GyhoOMSMXteRU7MDu9v75HywegcjYp/Aa/LtnO0lAHPxKkidhMWMLIfikUNQENlZvh7OIzunmo9jdytopFigDIjBLc9HwIgo2BgeM5HdFRt965s0/oyOm0abvZkAfTDX9/81S47+g1pLBQICfUIHMzpuGgiwo2wjacEDMGr8aHM0EeWXgN1t4/Wcp+kfPpxo/56DBwXBikvW4PDYcXjsfJz/Kg9mv0CoMabH9eP8U4g0hSMI/wQKz9nOQUSexF8bhCRYWbHgNkpbThKgCyZIH8r6ok+wua3M7HUdR+v2UttRQZw5hXuHLeRA9ddoRC2ZEdlUtZcSZ07B7nFiczeTHpLBeMcctpSu6kIeT7cW0i80CKccw6rCY0xJzmBfZSnvzr2e0XEJNNutvLJ/L+8e2U1RUx3pIZGoxJEIFNI/PBqzVs/bc65jYlJv/DQ6IP+8M43F4ryFDqeNKD8JQXjrzDp6YALwKJCHokTQ6pCpbPOWdxMDQth726NIgsDmkgJu/HwxHU4HAyNi+cfUKxgR1xet5GLttXchiRuBzrEruzDrdgFmFGUho+N1jIiL5u97tvvIUScKG2tZezKX6am9kcSX8PqcAFrQq18j1vwbFEV13v0XgNX1EM/u2MLhmjU8N2Fuj+/vwMhY1hfn8/hXK5mbPoCFl80mUGfg7qFj+dNls5m//A0eGTkFvUqDJH7MMxOmEOMfyfH6Gv6x7yucHjd3DBrNyV8/zeyli1hZeIR4czB2t5tntn/JM9u/YOtND9IvNArc3tJap5IcEBDQZd7WuSW4zh+gR+/S98W/My9fiLrUqSwZjcYLOqb/FpP2JYL03XGJIP2I+CZSY7fbKSsr+0a/UU8QBKFLjMAPPa4LUZBkWaa6uhqr1UpSUlK3NtcLNXvLiof/x955R2Q18tsAACAASURBVFlRmO//M+X2vdt7r7CwdFB6ExDpoICKYm+JiYklMbEk0W+MiYlKTCyx91gRCygICIj03suyvffde/f2mfn9MXsvuxQDuPjN93d4zuFw4M5Ou7Mzzzzv8z6vgEB5yzHK2gpDQ2MbXDW8vPNxksLSWdD355S2HmVD+Qqu6383z297tMsMNk/AxfLC95mTfyMWQxEFcWn0iRuCpvn56ZCH+LZsBU3uenKj8zs8Gbejt343oLed1wMvdqwtCb8yk8ONe9hXt42J2ZfjCZzYNh7cropJuhGjJKFqdlYe+4wxmdP5pngpYzKm0TO2P4fqdxJujqZf/FA2VnzNd+XLyYzsyYI+P+Omgb/G7W9HFg0d4zoElh/7kDHpU/m27Eu2V3+LUTJy++CHWV/2JU5fG0XNBxmbcQf6vLKu1483MJijTcdnuSlagKNNe+gVO5gBCSO6GKltBjsj0sYBtXQmRx1rApYzOHkWB+p38Oquv4SG0mZG9mRur9sQBYE3dj8VUsF21KwnrTqHhf1+gYaL/XXbKIgfwscHX+ZIo97VZTdGckXvWxiXOaOLRysxLAFZWoEslTKjx29o8/h5+/JrMYirkKW1ZBHJossmcXXfAUSYLbR62omzWRCEN7Cb7mHzLb+ixXOMf275Lb8c9ghWQzTHFSQrbv/PufmzD3hu2lxk8TmOkxAXevSAiqbVIgiHiTANoPCu3zHq1UX8euRkmt3txNvCuWHJ6zh9Xmb27M+7l1+LWV6OKHwIRGOUZiIIeehku/M1Pxw4giA8iz9wNaWtXcffBFHZ1oKAu9N+BaFhltegadeg344DHd/zBF7duZ3H1y9HQOCpyfO4rv8w3ty9KfSTedHx3DxwJGNff5Lytmb+seUbjjbV8dSl8+j93B+4f+Rk1t1wH06/F7MsAJvJjb6apUf2MrcjvBJg8cGdPHXpPD6efwcfHdjOe/u3cu/wSTyzeTXugJ9fff0xn111J2ZJor29nfLycmJjY09qzgiqS7Iso6pqSFUK3rc6l+HO9eF/LrlLP1Rd6m4150xwPkzaFwjS2eP/jzzw/1KciiC1tbVRXFxMXFwcycnJZ3yj6M4S25koSIFAgJKSEgKBwCnJ0ZmuB0AUJBQ1gNPfRrgpinBTFBkReUSaYwC9c63GWU52ZC89wA/dqH0iKh0lSKIBRU3HKK3BIP0eo1xDmNHOxKxRzO09hSHJ4cjSYfRyynIgAU0zAxvQjbh5eAN383XREj4++AqHG3dzuGE3vWIHnrS9cFMUYcZw9tYW4lPC+eTQOzh8rfgUL5mRmbj89VhkMyPSJuMLeHh11xMdShSUtBzmQP0WBDRk0UhA9VHrrEQSZWRBpsJRzPbqdYDGrJ7XI4tyKG+pxllOWWs5fuUWILJjb2wo6rW0eFQKm/Z12U+LHIYkaEzJu4qr+/yMgYkjGZc5gzsG/w5RlBGEBk5GFIKQgyTIbK78JkSOgvte117BkcY9J5UIy9uOUdZ6AKO0h6yoPDaWrwyRIzq+t48PvMxFyeMwiPo1kxvdhxhLLHqbvhuz/C2xNhmL4WVkaRl6xtFewoyLGJEahixIRJitQCvgIcy4lJTwMJYfexe/6mNn9Wb8yvHBmqo6gqVHD3CksRZZPJGE9APygT90pH5vxiT/iyjzl3w0/wY9Dygqls2VxTh8HmRR5PVZC7AZn0cSVwJV6Ab/P6MTrc7XiRVVnRAKzLQYipnXu89JZ3pIcgbX9B3a8cCLPOlz8OL0eVG1y4//j9KXV3bqZEhD44oPXuCvk+by9cJfcvewibw0YyFbbv0t96/8hEMNx5PLvyrcj0mWKYhL5q8bVuDwedhXV4nGBpzeX6GoKg9/89lJe/DYt8uwGU0s6DuURZtW4fL7yIzUfz9311Rg6gh/LSsrIyEh4bSdq0GIoogkSaEsH6PRGPICKYqC3+/H7/ejKMpZKeM/hDgE1aWoqChSU1PJyckhKioKv99PZWUlxcXF1NbW4nQ6u+zT/w+z2Nxu94UutnPABQXpPKIzQQr6jVpaWs5pnlp3d7F9H9lyu90hCT0+Pv60N6QzJW2CJiJLIkn2NKLMcfRNuJh6VzWxlgSqneV8V76c9Ihc3P52ipoP0if+ImwGe5cZZaB7Xlw+BzZjOKLWD0FYD+xAEAIYZTv6A8yE7t95E1098CEIN6C3918OuNCQ2V69NrTeLVXfcOug31LvqmZ37UZUTSXaEs/l+TdT7Sijd/wgFFVhRo8FiIKCLEqEx1UgChtQtfHsq6tkTennJx13UctResZmIAqROHytLD70Cr8a8TeS7ZkUNuokJ9IcS0ZEHhVtxSTZ00OE5P39rzA5Zw79E36PLCqACUXz8taeR7uUriJM0WRG9mRr1Xr6Jw4n1Z5LekQaomDF43ci4EX3XhnQR3hAQJ2Fpo3lcOM+fMoWrul7F0UtB/ns8Bsh1c4daKe2vfKU32eVo4b0iLGYJI3DjbtO+tzha6HN28Lo9CnEWCPJiy7AIL0N3Az0QRIVRE1ET3zuDBWLYRVmw2xk0YUghAF9gakcadwTOu51ZV+SG3M3UaZ7MMpVtPtz+eLIqo5PT7xWR6L7zrp2dknit/SImY5fMeAJBEiP0Jsjxmb0QBSagKIT1qMCq4FhwA5AxBOYTUBVCTMG1cftDEqazr3DJ7Bo0zcYJYll19zOyLRUZHEzEAY8iq5qvos+JBc8gcE8u2UTdw0bA/RBFo6hahFInTK4DtRX88R3y5mS24e0iCim5Baw4ONX+LKwK1kGcHg9mGUDqqZR2FTPqPRcfIF4NlbUMS5TorT15KG7je52fEqA7VVl1LucRFustHr147o4JRNPwI8QUElOTj6nkMbOqtEPUZe6O3eps7rk8/lwuVy0tLRQXV0dUpe6c+j4maI7j1NVVbxe7wWCdA64QJC6EafzICmKQnl5OaqqkpOTc06DD38sD1Lw5pCcnExExKl9MJ3XcyYESdM0UCHaksCe2k18XfQxAdWPJMiMyZjKVQU/RVNVfIqX/NgB+BQvk7KvYMnhNwiWMwyiiUtz5lHccpisyHzspp6IDEUQfOhliQB69tGJSEBPXX6oY10ZuPzXdCnftXmbeWvP35nZ4zom58zDFWgnzBCOqilUO8oRUTEaTChqI7IYgyAcRWAL4EAULMTbppxiu5BgS8QgVhNQbWyuXI1XcVPjLMdqCCPSHMOgpNFkR/aizdvCjur1TM6dz9HGfbT72wiofpYe/QBNE+mfmEBATaLKUcWVBXewtnQpDa5q0iPyGJ85g3afg2pnGa2lTYzNmIJJbga2YpR2Az9HL68tBN4BBtDm7cfLOx7GHWgHQBYNzC+4g7EZ00NlsYAaIDOyZxePVRCZkT1o8ziQJQM246nC5wTMchgXJY/BKC9DFL4AfomelfQZ0IggpALXoXuEOo8saSPGYkEQrOip5wuBSiJMx7fjU7wcqj/M4OSxLD/sJi9GJi86nrf2bMIbMIIpm+MEJxy9xHgiNESaqW8Po8rRQo/YBGbnD+i4nk8XXeFEUXORxN8CSQiIfHF4K1f0HoYkNuNXYrAaNvL7sUP47ahJqJpGrLUEQXiA46VSO/Bgx/k4gKaV4fT14m8b/0iD282MHv1ItudwpPEYNw8ayfalx9Wwr4sOcvewiVz2zt8BmJ0/gPK2Jg411BDo+H3uGZNAkj2CvXWVyKJIfmwiKwr3MT6rN7Pff4Sdtz/ExOxefHa4a3zGkOQMfIEA3xQf4o7BY9hWVUpdu4MIk4W/XToXWZAwmI0YukHVCBKgoMIUvEdqmhbyLmmahiRJp8xdOh/lLkEQQmnZJ3qXAEpLS7vMjDvfilJ3lvW8Xj0A9UKb/9njwqiRbkTwrSgIp9OJoijU1NRgsVhIS0s755ZTn8+H2+0mMvJUEv3ZweVyoWlalzdBTdOora2lsbGRzMzMM3pL1DSNxsZG4uLi/uOyAgKugJN39j4TIicaKiUth+kdNxi/6tcziAQJSZSItiYwMHEERtlMXnQfZuffSKOrloSwVL4uWkxOdB9EoQBNy0QgCUFQ0ctqnQelhqGrFms5Pl3eiyzNYEf1BvyqL7Rku9+BUTajaArbqtbQI6YfGrVEWxKQpIOIwiIkcSWCsAqddM1CT+WuwyTNpMZZTZO7LrS+SHMsM3tcjUHajkAvYq2p7K3bQqOrltHpl5EWkYOGSl17BWHGCAYkjuRI4x6m9VhAhCmaZHsGl+VeRWZkBiZ5EQF1PGtKvqDBXcPwtIkMTZmA3RTBNyWfkRWVT7+EocTbkjHLNkTBAPwDnWBkAzHoY1auwhvoyWdH3qOukzqkaioVbcVMy1vApspVGCUzE7LnEG2Jo9FdR4Pr+DkdkDCC/LiBuAPtbKlczYCkEeyt7RpOWRA3BJOUSnFrPUlhbiQxGb8Sj0YvfMrFaNpkNAKIwmLgevTEc6XjmroUv5rO0cYGYqx2BMEM2IgyJxJmDKew6SADE0eRbB/CoBcf55WdG/i2rJAnL53HW3s2c7Chjim5CzFKjeim/B5omhFBODHHyYTGHEpaWugdl0S42cCsnn0IqAqDkvsiiWvpPJ8NwOWfzPJCBynhiRilRxCFS3lm81ouzZ3GJwddvL67Bm8glbyYTOwmAavBiiAsomtCt6/jOo1C01qBETz27UpWFB1kd20Fd140nlibnSnvPMOfJ8whyR7J/roqAqrKmIw85vQawPQeBfRPSGNwcjpz8gdy34hLafN5UFSV9+fexqLNq9hQfow/jJ1BtNVGcUsTZW2NvL9/Gy6/j6cnz+fTw7tpcusP/8SwcN6/4lZS7JFclJrFhOx8Em0RzC8YzP+Mn0W0xUpFWzORFiua0v1qSrDrLdj5diqlKfgi5nQ6f5SxH8FynM1mo6mpibS0NBRFweFwUFdXh9vtJhAIhEqJ3Z271NTUFOoW/qFwOBy89dZbXH/99cTExHTDHv6fxYVRI/9N8Pv93zuK42zQ3SU2v98f+ndQ4dI07awUrrNJ5BZFkQM1JwcnAuyv34bVEMahht3M7X0Lz297lL5xF3NJ9hxGpU2mzdtCactRMqN6sKXyGw417iS3vheDk3ujaSUIQj/0S3kh0Ae9ey0OuATdZlfWaWseBG0jc3tfz7/3vRQaFJtsz2BM+lSaPfXM6LEQUTiMUVqLpl2DILzKcWOuD1iCPutrALADg/QS83rfxdGmnRQ2HSbelsigpOHIwqeo6hhq2xtpcFVzy8DfEmGORAPe2ftMaO7burJl9Ijpx/S8a3h15xPkxw7AItsIN9kwya8BTmShlSHJY3l7799DI1hAD860yFb+/N0vSbFnckWvWwgzepHE4LXyPLpa0Q9Nq0ESkyhvPbF8BM2eegRBZHT6FPonDMcTcGOWZObkX0+TezJVjjJS7DnIooGy1qNUtBWxs2YD+XEDubbfL9hcuZp2Xxu9YgdxUco4Xtz2Hf/a8S0fz7+RjMhYjjbu5qvCRbT724gwxTCjx3zSImZjlGrQSdxh4GJUbRg/Wfo+L8+4EkFYCyzTvzMhjsFJN5JouxtJjGT+R2/Q4NKVnj21Ffx98yq23/YA/9jyDX/dsJ47L7qCWOvtBFQ/otAXSdiP7nUCEHH7r+Lror2My+xDmGknmpaF1bCIa/qNRdOcHYNpX0ZPYxfRtFEYxMGkhNfhCciYpKvwBep5YtIVjH/jSbZUlgCwaBNMyMrn86vvxGJoA7qWiXUUA3MRhL+haXfx2CUzKIhL4OdffsRvVi3mkXEzqW1vY+SrT/D7cdM5cOcfsBlMbKsqxSi56JeQytUfv8YXHeNO+iek8vnVdxJjsbGvrpo4q50dtz1IZmQMBc89wmuzrguFg762awOX5vRm9x0Ps72qFHfAz/DUbFRNZXNVCY+uXUqlo4XLcgt4ZNwMnF4vU9/9Bxtvvh9FVU8qYHY3OqtLQBd1KRAIhHxLP1buUlDJCZKy6OjoLupSZaX+otGd6lJQJesu0uV266XSCybts8cFgtSNCF7QQb+R0+kkPDz8B5MjOH+jRjoneCclJZ3VL+XZjiwJN506BNNmDMcTcJEanolFtqGoAbZWryHCEo3NYKfZ04Bf8fF18Ue0eHT/RJgxEk2L7Bg5EYvefp0K9Ad6oSsmIvolPozObeGy9DEp9uu4b/hfKWs9RpgxnChLHAIC8dZYFK0VRUtH025BEjdxYvu/jl1AD1Q1DEWbjifgJj9mADlRcchiJZL4KZo2GlWL5e09D2MxWLl98EMcbdyHgtJlKC7AkcY9NKZOYlDSKNq8zfRLGIxR3A7omUIGeQkp4Tdzef7NfFe+nDZvM7nRfZiYPYflRR+iagrlbcd4c8/T3DH4YSSM6GROBZ4CYgmoD9HubyPelkx527Eu2w8zhmMQjfSMGQBAYdM+Lk6xYZTeJTGsD4lhIzncUM/7+//F1LyrAQFFC/Du3n8yIGE4w1InYpLMGEQJo7SVGwcO5ZbBQxGQcHpb+fjg8XJpq7eRd/e9yL3D/4hBVHD6rsJmtKNpIvM/fJ3HJ85AEI4BizvtYT2C8Awp4U+gYWR9WVdF6C/fLWd18WG+uf4evik5zHflFUzOiSDpyV/z0fzbGZ1+D55AMZLYikAvNlaUcs3iV3lpxjVc1acNQfACzRilJehlwDnoQnkTqhaDX1FZU1LEn9Z/iV9RuHHACBb2j+Lrwj0hchTEquJDbK8uZFR6NnoJ8cQOyVSgCQBBWA1Es6DvQBb0vRgNDU8Awk1mqp2t3PHFO9zxhZ5t9cCoKfSOm8jD33wWIkcAu2srmPvhv/j0qp/SOz4JoySSGRXLtHf/SYzVxqj0LETBQEZEDKWtjVz98ctMyu7FQ2OmMSw1C4MIe+vqGP/GU6gdv8+HGmrYVlXKV9fchUGSWF18mAlZPfmx3ThBRSl4Tw0magfvhd3RGfd9OJVB+1Tepfb2dpqbm6mursZisYTI0rnkLp0PgzZwwYN0DrhAkLoZnf1GsbGxpx3yeLb4ofPTTlyXqqo4HA4qKiq+N8H7TPbpTHwBiqKQHzuACFM0rd6m0P/bDHb6xV/M2tKlTMiajaIqjEybzJrSz9lXt5WrCn7KV9sexascf8hEmmPIjupFccsRMiMfQOA7BGEUsBk9EHAAmjYKQVDQyyT9gMuAVehG5XhEIYUd1d9S3HKMkWmTkQURQdDwKgIfHniHkpbDjEibzNiMJORTHpoNVYvB6e/N23uept5VTZw1ick5c8iKGoTb3xtRsOJVvLgDTnyKB0mQafO10Oo52SQLegp3/4ThGCUTJhl05UsGZDQtCaOokR/bj5zo3hgkE7XOcpYcer1LMGOTu44WTwNxthnoMQFBGNEQ2VL5DROzL+fN3U93SgIXmJQ9F3egnYq2IpLCMhiSNAaDCPAesAdoJ8l+HRpwuHEP4zNnsqVyNaqmsKNmPTtq1mOWrdw97HE0zYwsyrj9AQxSoEPx6nrtqprC/rqd9IkfwW2fv8NLMxfgDQRYfGgnH8xbSFdfUhAe4DDeQD4PjZ7KlX0GkGyPorCplkWb1tIjJgG/qjA4OQOLZOBIYy2PT5zD0aY6vj52kMLmOqLMVjZWrOBAvR4RYDWYcfv1MRuCkIQeHaB2nLuleAI3s78uwKbKUn627N+hPdlYUUSPmAQ2Vxaf8rv8tqyEUelW9Pytf3f6xAxMR78W6diWGUF4EqhAIBpN+wWvz76Bqz96Ga+if0eDkzL4zahLkESJjw/uPGl7WypLMEkGZEEkymzllZ3f8cuhE5jeoy8meSUBdRybb/kN9674iHWl+qw7u1FAFvfgCmTz1w0rQuQoiPVlhZS3NfPPKVezqaKIS7J6nvJYzzdUVQ0pNenp6V1KcGfqXTpX/Kd72/epS83NeuTD2apL56PFHy54kM4FFwhSN8Lj8XDs2DHsdjuJiYm0tLTg8/n+8w+eAbpbQfJ4PDidTtLT00PTs89lPWczWVtTNG4b/CBrSj6n0lFCoi2VcZkzkUUjl2TNAk1EFiSGpU4kJTybPbUbaXDVcNvgB1hd/Cn1ripSw3OYkDUbTYU4awqfHvqYCdmXEWYUERiG3rXkRxD+gV7KEIARwFw0bSoB1YWiiawvW8l35fpDWBYNTMyeg0E08dmRt0i0pTG75w0ASIIViEL3jQRhBsYSUAQ+PPDP0CDbelc1b+99jgGJI5iYNQef4g4pRTnRval2ltLiaSDJnnHK85MYls6KYx8RYY5ibPpUZGkeukdHQNHakYRCDOIbGKT+eAKTWFPy+Ump1fr3Inach3h0I3AcijYMURBJtCWSYAvnrqG/Y1vVRvyqn0GJozDJZr4p+YwwQzg9YvpT76oh2Z6IwK2IwtvAMcyyk2l5V7Hi2Me4A+3M7X0rq4s/pdFdS2p4NjN6zNe9Zn47r+3awOriw/xy2PhQu/+JMEgWdtZU8odx0xERCDOamdtrEIqmdShgp4IJh9fFHUMGsKp4MV8VVpEekcOzU69hT101V3zwLyrbmpma15eHRk9lTLqExWAgoKr0ee6RLvPTEsPCGZORx5R3nuc3oyYyOeeXCMLr6KqdlYA6iWZ3EmnhZuZ9ePKw3SWHdjEhO5+nNq486bNLMrOAdcA44PfARnQ1aRg64QyO2BmF7pELxik0YTO+wNTc+2n9zVNsqyrCJAsUxKVglt/B6buOaIuVKkfXGAyjJGOQJJYd3ceE7Hx6xyYxJiMPi8EBjMMgfkpCmIPnpo1FFBagqPWEm9YiCOvx+B8P+ZFORIvHRWp4FDN79gf1/A2mPR2CgbqyLJOcnNzlPnMqv1Ln2ICgR+h/M3fpdOqSzWbDYDCcNnepu0Mi4UKJ7VxwgSB1IyRJIj4+PmSk/m8ZMNsZqqrS3NyMz+cjNzcXo/F0D6Izw9koW5oGMkYuyZiFJmigCciCAU3VOHjgEPkFPalz17CpYiUJtjRGpF1KpDkWEYFpeQvQrd4Coqa/IcqigRk9F6KoAXwBDYMkI+BHFF9CJ0egKxffAZlUOVL56OArtHmbunSx2Y3hWOQmJDGDZHsGWZE9eXPPIhpc1YxOn8zYjPuRxE/RO6NSgKnAATR6U9F2sp/ncMNupuUtQAh42VC+gmhLPJNz5vN10ceUtBxmTMY00iNyuwyAzYvuS4IthYMNOzFKJsZlzuKVnX8nwhRDo7tajx3odS2q+hOM0kaMUiXDUyeiaipexU2VowzQSApLx26MBF5Cz9zJQNWGUuMsI9YaR5+EIYjCQ5jkBMZkDERRL2Jb1SZWFX8SaqPfXv0tPxnye3ZUb2ZA4kUI4mMIQgMGMYq+8cn0jR9KvauGFHsWedF9kUUZv1qPLH6HQCrj33ia78r1El5FWzNLF9zK+vIvO4IydZhlK71iB+H0Owgz2Amofhy+Np64dCICBjRtfEeMQ+drPhbIQhKdvLTzr6H1GSUThxqquaRTiehwYy1bq0p45/KbufWzN/nrpLksv/YXPLB6CQfrqxmdkcdfJs7hbxu+Zm3pEdaWHuH5qQu4dfBtiIKpY7t+dlQfZHxWXzIjY/jFsEuwG82sLyvkvX1beXXXdzw2YTaX5vRmxbEDob2c23sQfRNSafFoiEIL4SYVTZsGKB0l4e8AG5o2GUHoid5YcBd6SVQBemKSNwMuRqQNQdEsuPwVWITx+FWNXw6dwC2fv9Xlmruh/3AcXhdXfPgCaeFRrLvxvo7AVA14B0HYBoiEm1LQPV/70cvQlxFuNrCw3zBWFXcl23FWO/0TUqlxthJjDYMfud1dUZTQ7MfExMTvJSqn8y51TvYOLnc26tIPzV3qrC4pioLL5cLlctHc3IwgCF1mxgX36XzMYTOZTD96ltP/D7hAkLoRRqOxS5fZ+fINnSuCIwJEUcRisfxgcgTHj/FMu/M0TUNAQug4lCBRSU1NpdFdyys7/4KGyl62sLJYn102s+d1iOrxS1UQwY+XL4++R2HzfuzGSMZkTCMvugCjJAFHTrHlZcTbHsUkmbuQI6NkYljqGAzS26jaz7koeSz/2PI7XP7gLK3lVDrKuDz/WiRRQhIEDNJmYBmS+BcMorFLNxyAzWhH1VTa/Q5m9LiWOFsyu2s2cqhBL418fPBlriz4CRVtRVS0FZFszyQ1PIv39j2HogXQMAIalY5iKh060RubMYNlRz7Bp3ooiOtLYlgS2VHxZERaUTULnoDAjuotDE4egyi4UbUEfMogQMIgaqTYoxCEN9C0hejGYQeyqOH09WJl8eIu++8OtPNd+XLGZUzDIL2BbqCOQRDaMMkCmvYYKXYfgrAEXSUBo6SiaVNocjtC5Ahga1UJy48dYWG/e1ldvJja9gpSw7OYkDWHrVVrWFX8CXnRfbm81018fOAlatrLGZcxg9EZl4B2d8c26oCeaNp8vAE/e+u+60K2cqKG8Oi6b05ZInL7fcTbwrno5T/x1KXzWLrgTqwGEwfrq3lk7VI+2H+8ceDnX73Hwv4XYTM+DDQjCzKX5d6I0xfgjdk38Py2dexzVXF5r4E8MHoKD6xaQq2zjXcuv5kD9VVsqihmXGYPCuKS2FB+lEWb1mI1GLl3+ATirA7q2lu5OHUeAlejatDicRBtkRCECPSMpV7oxv8/oEcKjMETkPCrAiYph0aXj79tWMG1/YaG9qfd5+WqPkP45bCJmCSNpLAIytuaeWzdMp6YdAVWLOi5Tfk4vbdT4WhlZ/UuLssdQ0VbM18V7qNfQinzCwbj9Hn55fL3Cagq6RHRfDTvduraHcTbwpE1ULTuSfI/EwQCAcrKyrDZbN+bxXY6dJe61J3t9pIkYbfbsdvt36sudTeRcbvdF8pr54gLBOk84mxmnv0n/FCyFRwREBMTg8Vioa6u7j//0Bmgu7xRZruJlUc/CHXbBHGgYQdT8q7GJFqOh26KGm/ufDoUqugJuPj44Evc0P9e0iOy6Dyy4TgMyKKPGwfcxbdlqyhuOUSMJYFx/DD0PAAAIABJREFUmZMxyweAOhTVS7WjIkSOgihqPsjnRz5gSPJYtlatYW6vqzFIW1HUwwxJHsPGiq4lluGpk9hVvQFFCzAwaRSbK1ZRED+ESHMsLZ4GipoP8tKOP3P74AdRNZXDjbtZfPCVENEakDCcZnc9AgIGyYRP8RJmiqDBXU152zHSIzLIMbYhCE8jC3onl1Hqw9iM2wiooNHCsaZcNlV+QUDxM6/gJsKMlUBKR9u8Cb31PJxm96mvg0Z3bYdHyYHu/TkeCxBQq5DFdPR0chGIwq9cSbsvi0aXk0uy8lndSY24fsmbvDbreubk34bNaKbWWcnG8q/ZU6eXmY427eVA/XZuGHAve+u20OCqZU/NLmzGMLKjfoIoGFG1APvr9mKWrfiUrqGPBslI82mm2Dt8Xl6aOZ8359yA01eDzfgJbv905rz/wkmBiQFVxRVwYTP2QA/WrEcSd1HXnsrgFx/D4dO3+/KO9fx21GU8N/Vq7vrqfW4aOJLesUn0S0jCJCn8bcNKfrfmeHDo0cY6Nt96L2kRhxGFr4AYPP5RSIIN+Bzdj5SMovZDEj8BnPiVCVQ6RjH3g3+xvboUi2zgJ0PGct+ISxn/xpPMKxjM89MWYJYNfF10EKfXg9kWYEBiGtWFrWyqLO54sOukxum7g199vZgXtq9j9x0P87s1n/HPLceH416UnMk319/Ddf2H0eRuJ9YaxqaKIgrikxEVFeVHVI/8fj+lpaVERkZ2S6v7D1GXzleK9unUpfb2dpxOZyh2pTs64y6MGTl3XCBI5xHnQ0E6F/m1qamJ2tpaUlNTsdvtoRyk7kB3HKOiKIiygNPXesrP231tmEyW0PaaPXUnjcAA2FSxitTw6xAZhSCsOeHTiQjCPkxyIWPSL2dk2mQEtA7FyYCmjUDQ9NLPqWCUTKTYM0nNvwlBENG0ezDJDsZn9iTKHMfu2o3IopHByaNJsKXw2q6/4Qm4KGo5xMSsy9lcuZrbBj1ApaMERQ2QHdWLstZC0sKzOVi/A1VTkUUDAxKGMz5rFmga9434G7Io4wm4afU0kxGRR117FQMTR2KQfk/XQMN9aKyk0d2bKHMimyr/TX17NTcOuAurIUhw0gAJPRvqOaCSJHs2oiB1GTUCHWGQ3mZsxgy6pkoLiEIEgnAAuBhNuw53QOHdPZv5/OibZERE88K0BSw9uo+7l38AgKpp2IwGTJKZwqYDvL//uZPOb2HTfmyGcKLMcYBAbkwBf9/8IBGmaG4ccB8v7vgTbd5mesT0Y3T6lC6ktMpxlPkFA08qEcXb7PSMSUBRGxHkf2I3FQMRwCXM7T2QJ0/wDg1MTMMi2zjUMI4tlWUMSx1FnDWKB1e/FyJHQTy5cSX3j7yMB0dPJdkewZHGOgYlJaJqRp7YoHvbbhwwnD9PnEacNRY90d2Pnse1F5txPZr2AILgBPrh9C0ENMKMpYCBgDqFSW89QWGTTmDdAT9PbVpJbnQ8C/sP46HVn/LHdcsAiDBZuGXgSECjucNL1Dc+hVpnG+GmCETheoqaG3lh+zrGZOQhIHQhR6ArfW/v2cwlWT1ZfuwAcVY7M3v2Q9D4UZOkvV4vZWVlxMTEnFPjyJngRHWp8x/ouB91kKUfa1BtZ3XJ4XDQ0tKCwWA4pXfpbJV/j8dzQUE6R1wgSN2IUyVpd2fnWVCROptyVnV1NU6ns8s8tf+m0l8wZiAjO50eMf2pdJR0+dxmsBNtiUcNHN/fgHrqzkC/6kfVJERhNnqC8lZ0JWA0eidbG5rWB00R0RQVf0ChzePC7fbQ0nIQg8FAXs9c4qzJ1LuqOh8lg5JGs7VqDYOThmMQ7fgUNwYpAgGZfgnD6BN/Ma3eRvbVbWXpkXfwdqgchU37mNXzeo407mVXzUayIvPJj+1Pq6eJd/Y+Q2p4NhOzr2BW/vUAuPwuVE0P0Fx+7APafQ7GZ86ib8LFjEq/jLzovqhaLafK1xGFPRjEPry3/znm5N+Ey99EuGkrovBlp6WSgPvRp9tvQsTJ1NyrWHr03yH1Lj0ijwEJIzqCL7uea00bjV8VEAQNUfgH7f6nuXbxa3zaKZn5jd0b2XLLb1l6tBcriw4yt/cgpuT24Z9bv2F+wak7oSLNsTh9bXxbtozbBj9IYdN+Fvb7BXXOKnbWbKDNq5vkjzbuZXT6FGb2uI6vi3SzeGHTbq7ucw+7aip5acd6AqpKRkQM71xxM58c2smErJ5Iws8wyWYEwY/NuI9Hxl3G0aZ6Pj+sjzDpE5/Mkqt+wvv7tnHL52+H9qvorse6zDoLwqcEKGlppM3nJjsqlotTEoASIIXNt9zNtqoqFvbriSC8hV6ijEYPF70fPfE9gCB8gaZNxe2PY8KbT/PMZbMZmpoO2ClvawqRo854e+9mXpt1PQ+t/jT0f3+8ZCY+xQ3IbK8uI8ps5aExU/nTt1/y0sxrERnCqqI1APSISWBL1ak779aVHaV3XBIOn4dWj5uAqiKdh2DI08Hj8VBeXk5cXFy3BOKeCU4kS0BIXVJVFZ/PFyrP/Ri5S6Dft2VZJjo6+iR1qampKRR1YLVaz0hdcrlcFxSkc8QFgnQe0Z1EJLi+MyUjgUCA8vJyBEEgJyenC6nqztLfDyFITqeT8vJyEhISaKxrYlj6BCodxaHhp1aDnfkFd6CqCsG5yoqiEGdNItwUFXpoBjEgcTiyCILwInoe0k/RSww7gT+haf9DIEBIUpdlOdRxEhsbS3t7O40NTdww4F6+KvyAY80HiDRHMz5zJgm2FJLtSUhCKQcb2vj44BtYZBsGycjItMn0TxjOxwdfocFVzYkQBZHr+99LtaOEZHsm7X4nb+99Bg2NamcZqqYQUAIEtAACAu1+Bx/sfwFJlLm+/z20eVv4YP8LtPsdDEkeQ1rE0NOc0Ug8ARclLUdw+13EWKKQxK9OWKYaTVuFIBQAYzFIYRTEDyEvpi9FzYeINMcQa01gTcnnTMyeg6LOQhSiEIRGYBCCkKOfY/oCw6hvd3YhRwBtXg/PbP6G56ddCfhJCrMhoPLo2qXcMnA4OVEFHGs+nktlkW1cnDKOxQdfpdXbhMvvpNndQIo9k4L4FFYWHY8r0NB4e88z3DroIX528Z9w+toxy2aWHNrJVX0u5pFxM2n3+4g0W5AEkb7xyXx2aDeTcwuoaKshO6oMUXwLmzGXt+fMx6cswB3QiLaYKW9t7UKOQG+fH52ey966rnPpIs1WMiKjyX3mIfrEp7D82p/gU8BqsJEbbaZXbAqC8DuOdz82Aq8Cv0bvXFsDRNHmi8LhcXNFr0G8tmsHBfHTCTO+d1ol02YwEmcN43djptHscXH9gOH0iI7HKCl8XVTII+NncMfgsbyzdzNv7tnEc9MWUNfuoH9iKgClLY3cOmjUKdfdLyGV78qP8cCqJbw150ZcDgf1NbWh3xGLxXLe1BSXy0VFRQWJiYmEh59qfM35R5BoBP92uVw0NTURGxsb8jEFSdL5JEsnqlZn6l06nbrk9XovKEjniAsEqZvRmTCcD4J0JuvzeDyUlpYSERFBQkLCeVe2zuUYGxsbqa+vJy0tjbCwMAoLCwl4FS7Pvxmv4qbd5yDWmqiTI/U4OVJVFUSJ6/rdzccHX6baWYZJMjMsdRI9Yvp1rL0KOHCKrSoEAqe+wauqSlOTns8UER7BlNwrkUUDqqYgCgKiUIgoGIFcfMo2ksIyEAWRi1PGkR/bB5FGBiQMP8nwnBGRhyiI7KvdgtlgpcldT2JYKqPSJ6NpGn3iLwIEKh3FbKtex9j06eyu24iGxuCkMTh9bXx44F+h9a049hF94vpjNw1CN98GIeJTJrK1Sk/Z1hPCGzhVyKUgFONXxqAhYxBBQMQgGpEEieLmg5S1FDI+ayZVjlJSwzORxHggF11NKkUWM9HHrFxFaWvJKc9nUUs9sVYVu7EIT2AgN376Dn5Vwat4ubLgJnbXbqewaT9RljguTh7PntotlLcdQxYN2I2RDE4axeu7n2RK7rVkRRWwo2Z9aN1exc3yY/9mYtb1XPnR62yqLMYT8BNrDWP5tXexuvgwz29bx547HsYoyQxMSqfd58VmDONAQxLZUX9C1Q5jkHyEGa0IwnoU1c8bu08MdIRntqxm8fw7+LroIEc7FB1ZFHnmsitZfHAnje52jJKEOwB3fbmJDw88y8szFrKg74nREEGsASbR7ruY2vZwHvt2MWWtTczo0ZcnJl3O2pJDjM+6hSizkdHpeXxb1jVQ9I4hY1E1jV+PvBRV82EQBXwdnjC70cKQpEzCDEYe//ZL+iWkoqGx8JNXWLHwbsZk5LGq+BDPW67hyoIhvN/JoN4zJoFbBo7kF1+9z5KrfsIlmfmIAQUpMRGn00lNTQ2BQACbzUZYWBg2m+2cZkqeCsFE6nMdhHs+4Ha7uxC2zmNPgn+CL1rBl8/uIkzfZwz/Pu9SZ3XJZrNhsVgQRRG3233WIZGffPIJTz75ZGg0ybhx47j77ru7LNPW1sZ9991HeXk50dHRLFq06IzGTv1fwgWCdB7R3QTpTMhIa2srVVVVJCUlnVam7m7z+NmQrWDZr729naysrC5lP4/Hg02yYRHDsJjDOspqYpcbkyAIqAGNMDmSG/rfiwZIooRf8aP6NRRZRZKGIAgnZtPkAKdWu3w+H+Xl5dhsNhISEvRl/AJ+AsiyjCQHEIRMNE3G6fTSK3oQvWIHAQpG6TCS+DvAwkUpv6Pd72B79Tr8io/c6AJm9byBuvZqVpV8EtrevcOeYEDCCLZUreFQw25A47MjbwJwUfI4hA61rCBucGh4bGe8t/8Vbhl4D5CLIOwE7PiUCVS0tbO3bjOyaCDOlohGGIRavY9DUdPYV7cTSZTpFWvEKA1CUUUyI3qQEZmHLBoQEEm2Z2GQvkIf2XIU3cfUt2OdPYFKBidlYpYNeAL+LtuYmtcXsxzN9uok/rjubfyqwqab78duKsQgfcLAxGvIi76SY82H+OTQq6Fk7xFpl9LiaeCtPYvwqz4c3gYK4gdTEDeE/fX6A11AIMWeTUANsOyan/Nd+THcfj+j0nN4Yfs6Hli1hKEpWSiaH0kEq0Ej1hrG9H8/y9rSIxTEJXNRSiZN7h1M79GXG/pbMEgpDEhs63IMeqaTj0Z3G3vueJi1pUepcrRwaU5vSlub+NO3y5BFkb9OuoJrF7/K0qN7GZvRg8t7DQJOnP0WhIaqxVDtbKf/C4/i8uvG/JVFB1l+7ADvXXErc99/ibcuv5GP5t/Gg6s/5fPDe0gIC+fe4RPJjIxB1TRkUWLp0YO8tmsbESYLvx45kdzoOD47vIfByek8OXkeedFxmCQD26rKeHj1pyxb8HM+OrCDt/Zs4vlpC7h54EiWFe6jIC6Zq/tchKppPHPZVdiNRvw+P3S0oVutVuLj4/H7/TidTtra2qipqcFkMoUIk9lsPid1yeFwUF1dTWpq6n9N0nNQzUpKSsJutwOnNnqfaPLu7F36IWTpbIzhJ6pLXq83pHw9++yzHDp0iMTExJDydKb+pX379vGb3/yG6dOnn3aZRYsWMWTIEF588UWWLFnCY489xqJFi85o/f9XcIEgnUf8EGP1qfB9ZCQYxd/S0kJmZub31py7W0E6l7Jfdnb2SWW/4Ho6k7cTyVHwPCqB46ZihePDb/1+AUmaiT7KYSc6OchC027H5zuZLARvhrGxsac0hQYCAfQwdBFQkSSZdoeL6GgjovirTku2Y5ReYEz6LUzImg3onqgGVzVv7n5KP0aEUDCmT/FR4yznstz5vLTj8dBadlSv55KsWWys+BqDZMQTOFnVqHKU0OJ1IGoXYTcPo8ldz7rS1eyr24osGpidf72eKCza0LRxCEJnQ24MijaeLVX/oM3bQu+4/8Hp8yGLAgFNxiDK1DgdPL1pFVFmC3deNI5wUxEWw4voGVBjgWcIEgBRuINXZi7kpk/fDKU+T8ruxfX9L2bpkXfpEXMRL8+8CqNkwRfwYJI0wI0kPo/FcBvZkbmk2JOItaZ2XAN+NpSvJSsqn5k9rkIWW/ArlczsuYDxmTOpcVaREZnD0cZGhrz0Z16ZuZAap4Mvju7hxk9fp9HdjoDAI+Muw2ZYgSisITV8IZoWyaCkdNaWHmF/fRX763WP2dV9BiKLBUARM3r0p39CKrtrK5iY3YvXZ11NpFnAalDxKQGiLRYGJqZjkiUaXE4eGjONl2YsxCwbWXZ0HwD/mn4NXxXuY3Z+AXoOVddAR00bQ6NL5fH1X4XIURDLju6joq2Z+0ZOAi3A/roqZvTox58umU2b18O/923lm+LDPH3ZPNq8Lq744FUizVau7nMRKwoPMK1Hf4pa6kl56n6WX3sXLr+f3bUVjM3swVObVrL82H7+MvEKBialUdbaxIjUHJo9LnZUl9H/hUfZ/9NHQNN0cnQKGAwGoqKiQtPu3W43TqeTqqoqVFXtoi6diU+ytbWV2tpa0tLS/ms8MmeqZgW9S7Isn1ZdOtcRKOcaLSAIAmazGbPZTHR0NHfddRdffPEFy5cvp6ysjKFDhzJ06FDGjBnDhAkTSEhIOO269u7dS0lJCf/617/o2bMnDz/8MBEREV2WWbNmDe+8o4/BmT59Oo8++ih+vx+DwXDW+/7fCuEcH5Q/fqTq/xEETX1B7N+/n/z8/DM2Vn8fioqKSEhIOCn5Opg2qygK6enp/1H61jSN/fv3U1BQ8IOJW3l5OXa7/T+aKj0eD2VlZaGU8RO3W1JSQkxMTOiNLbifwfEBZzO8URRFjMbgTSYAGPD5QDnBcBq8QZ+LtG+xyAjCw5z4AIQZaNrYDnOuE59yE23edhpcjaSG5yILBlS//oboxUW4KZL/WXdnl3iDnw75PU5fG23eFhy+ZlYVL+myhShzLLcOepjrl7zBs9OuJtxoxKu4afU0kRCWiqIGUNQAoiBjlEESahCEXQSUGDSG8HXRp2ytWkeEKZrbBv2BX61czMs71uNTAgxOyuDdK26mytFCcXMj35Yd5b7hY+gdvwZdNaoBlnfaGxPtvltQtDw2VRwjPSKGWKuJLwvfotZZjifgZnb+bXx5tIpH133JJ1fexISsXji8JdhNqejvaJ8iCBsJDoWFqWiAJ+BlS2UJnx0+TO+4OK7tOxSjZOBIUwPPb1uL0+dlZ3UZS676KauKDvHBgW3YjWbuHTGGPnEiNuMz6KNlZLyBv6BqRlo8Lr4s3M/tX7zN9Lx+fDBvLgZpEfAAmvYZ7sAMlh09wIweBZjkl9AHHwPE0ua9jy2VNVz+/guhrrYRaTl8dc1djHz1CSLNFlYs/Al+pRG7qQ19YPLb6OpbFDANTbuIDeUVPLpuaZdwySCWLvgZk3N6IwoiLn8lXxVW8sSG1bR43MzvPYjfjp6ARbahoTH93Wf5YN5NCBzAZqzC5c/GLPdkxCtP0+xxsfaGe7l3+Uc8OGYKE99cRLWzlQiThXU33EdOdBy7aitID4/CKMl8eGA71/YbivEchWWfz4fT6cTpdIZyd4LepVPNI2tubqahoYH09PSQivy/jSDZS0lJOefpAtA1RqDzs+BM1aX6+nokSeq2Lr77778fu93OhAkTWLduHevWrSM8PJwvvvjitD9z5513ctNNNzFo0CCeeuopqqqqePLJJ7ss06dPH3bt2hV63owZM4YPP/zwe4nX/zLO+mF3gSB1M/x+fxcF5ODBg+Tl5XVLvb64uJjY2NguJCLYFmu1WklKSjrjt5X9+/fTq1evH1w3r6iowGazfe9A3uDMt8TExNMuV1paSlRUVMigea7kqDM6Dw/uDE3TqK+vp62tjbS0tHO6QRsMArJ8DEF4jmDWDNhR1ftpbZUID7eiD1gNIAipKIpGIKB2uTZESQBJ46MDL3cxLYuCxDV9f06KPRtREFh29N/srt2EhkqsNZErC35CuDEKj1JDuCkGvyLgVzX8io/1ZV9R5SwhO7IXo9Kn0OZpJsISTXHLfipaS9lTtzlkbp+cs4CN5X7uWfFhl2PrHZfEtzf+igdXfcqVfQaTF51AhKmNMJMIvMbxsRidz+kfUbUINE1FEFQEIZhFJXKwvo5BL/4FX4fCVHXPE5S0NHBxShSSuAz49oR1TUZRL+OOpR/yys4NAKSFR/HrkZO5ccBQTBIE1J34VSOy2Jvff7MMSZK56+JxWA3NRJjXoXcwHu/AU7WfsqpIH+0wJDkDgyjhDfiItq5B7wjM7ji2aFT1DgRhM4KwqtNeWfEE/kTa0w/R4OocrwAPjp7K8NRsjLLKhMx2RPFN9FvkCGAyEIemqYCKy6/xzy1rsBlN/PzL97qsx2YwUXb340SYzIgCCMJTBJTbcAVEBFRk0YXFEAEY8CsaXsVHmPFZusYwDMQbuIEXt2/kxoHDueSNp5mY3YtfjZjENyVHGJ2ey5qSI9z46Ru0+72Anvz9+qwbMIriadWjs4GqqqE8H6fTiSAIIbJktVppbm6mubmZ9PT0bgmr7Q4Ey4bdXerrrC4FS3HA96pLdXV1IbWuO/CLX/yCnJwcHnzwQUC///n9foxGI19++SWPP/54l+Wzs7N5/fXXQ/9ubW1l0qRJbNmypctyJxKk0aNHs3jx4v9mH9JZP0QulNjOM7p73Ejnh32wCyw+Pp7o6OizIhFBH9IPJUjfV2LTNI3GxsbQm+L3vZV19kUF3766o5Z/IlRVpaqqikAgQGZm5jkTV79fQxSzEcUngO3o89kGoCgqJpOG2x3A7w/D4/HQ0HAITdMICwvDbrdjtVr141U0ZEFmZs/reH3XX2n2NAAQZgwn0hwL6KWdyTnzuCx3Pj7Fi0m2IAkCkhjAKNsAIwIC3kArz237QyhhuspRSnHLIa7vfy+CIBBnTWXJobfwBPRARQGR3OgB3Lnsnycd24H6airbWthSVcwL29eyaPI8bhw4Ar/iwyDFcjJBEvEqRn67cglPTJqFJNBBkGqBbeTFDOa5qfN4ffdWHhw9BbvRyODkOCTRAmw6afuC8C2SOIsVx3T15sqCITw79Wo+PLCde1Ys5pLMXGb0HIRZ3o9BeoP/ueQ6apytJISZEZDRzeld4wmcPhuZkeF8V17IvSs+otHlZHb+AP48cQZhxr3oJVmAJkQxDOjamaeokylubj6JHAF8WbiPe4ZPJMwoIYoPcvz9cUPHnz64/Nfh8glYjSbWlB7hg7m38XXRQT7r6AC0GUy8PHMh++uq6JuQjM0gIIs3IUtfEi51LpGmomm/oqy1mSR7MV3JURTtvtnsr6+iuKWBV3Z8xxcL7mTRptXk/eNhHrtkNmbZwHVLXuviGfvowA4uze7Ndf2HnXRs5wJRFE/yxTidThoaGkJzwWJjY3+UfKEzwfks9XX2LhkMhlMO2A0uF7zfdfcsthNN2oIghIjplClTmDJlSpflHQ4Hr7/+OjfccANAaADwiYiPj6ehoYHExP/H3nnHV1Gm7f87M6fnpDcSSCGh9ya9CIgKKEUUBEXFAqhr311fdS2ra1ldXcsKNoqu6CKo2KhKkar0LiUQ0ns75+T0md8fkzmchFASEtb393J9Pn7U5Mwzz0zOPHM9933d190Cn8+Hw+G4ZPYMlwqXCVIzozn6sQUTD60KrDFjNYUO6WzXJ8sy+fn5VFdXk5aWdt6dojafYHLU1Auo1+slJycHg8FQqyt4Y+F2gyBISNIAgMDCB+r1aNUmYWFhgZdEUVERHo+HkJCQAFlyud3M7v0MxdV5KCjEhyThl33IsoxRNCNJPuAXjLptwClUMjYNSAX+B5/8N7bkrK7VfgMg15ZJcXU+cZaWhBmqebjfyxwo2obL56Jb/BX4ZYkQff3RsxCDAbcqvuLZ9d9zV6+B5FQV0CpsCnppP6ejZiDLAzheWso9vfsiiQdq2oOUoKbkJmOQdnFnz6u5qVNfjDqBQvsJREGgVXhboL5nQx37ndE3cf/yL3h3zFSGLXw9oBv6YOdGrkxtx7Ip92KmAwapiJSIb4FiFKUDcDfwNafJVxqSkMjO/IPM+ObjwFne3b6e42XFLL1pGlajDdC8hVxAaM01AHSn3NmPMKOAKAhntDRJjYim2ush0qSjtnmnhiwsejN+Rea9nT/z2qgbeW3Laj6deCe5tgpOlBfTv1Ua+wpz6BDTgiKHnR8zDnPvFV2BdXXGygE2kRg6ALM+q9ZvbO4ZvLJ5Cy9tPJ0CfXnTSn695wlsbheTO/dmU9bxMwT1AN8e3cekTr0IkXS1Ih0XC00XYzQa8fl8+P1+oqKicDqdnDx5MmC1ofn6XGrSVFFRQXFxMcnJyZekFP58LVCCSVNToaFl/haLhY8++oiePXvSvXt3Pv30U0aNGnXG54YNG8ayZcuYPXs2y5cvp0+fPv9f6Y9AM5e5jCZDfSX1Tek55Pf7yc3NpaKigrS0tEaXxTZVJVt9ESSfz0dmZiY+n++CyJGG5iRHLpeLzMxMQkNDSUxMbLIdmqIoNUJu31kJp/aSiImJoXXr1qSnp2O1WqmsrOT48ePk5+VTkFdImBBDjCERr1utyFN8WgQtB0H4DDVa4EdtMjoPlSh1QMaHw1NV77ntnkpEoQSd9DJGnZPeiQqDkt1IohuTTsdjA4afcczV6Z3w+P0BQlLpdlLhcrD25DeAFUV5GrUrfWcUZTpu/yQUQU/HGBCFD1B7p8mo+p23gOHAKcx6A3rJRLgpDUkMRVZsQK967mk/TlUcZFR6Z+7uNZjFB3cE5qJhfeZRfsnNRFZcCMI/as5Vgtrg9k3gZvXeKNfj9N7HqcpK5u7YcMa5VmUcxOEDMKM2IRZR03OnXwhV7muZ8e1n5FSVc0ePgbWON0g6nhw8GoOkQ23hUt8OujVev5sKVzV/XL2UH47u46khozlRXky1182I1A6YdXpkRWHcf+bw8qaV9E5MweE9Vs9YIAgZGCVQlDZBP43Hr8Tz6uY1tT5b6KjilU0r+Ovw69lTkE3LsPrTNq3CIpAEoRFJiPNDq1xfi7mKAAAgAElEQVR1uVykpqYSGRlJYmIibdu2JSEhAUEQKCoq4ujRo+Tk5FBRUYHPV78ZbFOirKzskpKjuhBFEUmSMBgMmEwmDAYDHo8Hp9OJJEl4vV48Hk8tAtUYNLTMX5Ik3nzzTZ577jlGjx7NwYMH+dOf1IKUt956i88//xxQU3d79uxh7NixfPbZZzzzzDONnuPvFZcjSM2Mpi71LykpwWw207p164sSfjdVBKku0TqfB1N9UBQFvV5PcXExLpcrEFlpKhKjlRL/N03ogqHT6bBYLJSWlhIVFYXFYsFut3PixImAXuN0Ks6FIPxazygysAfojVGspGNMTw7XNMMNnEfUkxrRDlF8t+YnG4E4YBdFjj5M+/ItVt76IJ/dcCevbF5NSU3a6dlhY5n+9YLAOMnhUYQazBQ4sqn22tCLFiyGIYAHtz+SNSeOcX27VATha85EBZCBT47lnu8+5ZO925jSuQ/vjJmCrBgQuBVBUFA9nUTgCrzyOFadeItbuj5MakQ0O/JO1XsfDxXncXW6i+Bolop8FCUfWZmN0+fnr+tXMr17f+wed73jOL3g8Dgx6QYhCiNQfbSSgIcQhNVYDamsPH6Ak+UlrJn+MEOT27Lk0E7iQkJ5oO9wjpQWcuXHr3PqoeeJNE9DEN7jdGQsBBiPjEKUOYQYi5X/+elrIk1mrkztgNVoxCv78fh97MrPYm9BNinhUbh8XmSlVb3zVZRUKtw+Ik1dUf2pjgNRZJQV4KtnrdlbmIvd42Z/YT539WrNyNYdarVlCdEb+Z9B12LWG0BRkCTwKDJeRQZFIVRvxOttnDZJS2nLsnxG1FYQBMxmM2azmdjYWLxeb0C7VFhYiMFgCGiXGmsjcDaUlpZSXl5OSkrK70YH5XK5KCgooGXLllgslnqjS42pjGtMq5E+ffrw9ddnPs8PPfRQ4L8jIiJ47733GjTu/zZcJkjNjKYiSNXV1VRVVWE2m0lKSrroxaKpIkiiKAZCwlVVVeTm5p7Tg6kutEUgMjISq9WKw+GgpKQEt9sdKBu2Wq2N0gopikJZWRllZWW/q1JizVogNjY2IMQM1mvYbLZAKq5Hj46oL9n6EArYkaT3aR/zNL0ShrA7fxMKCiadhQnt76jpsXa05vPrgMdRlBi2ZGdR5nTQ5q2neXfsVFbd+iAmnR6v38+Mbz4OVFiZdHo+vH4auws2ISBg0VsQhUrU6rCVePx3M7J1GoKQw9lrNwT8SiSbs46T/cjzJIZGoAqj9SiAzX0dIXq11Uq+/Tgrjqu6KL0ocU16e6wGI+9uX3/GqMNT21O/ISgoOJAVCYPk538GX8uSQzuZ0rkPu/Jrp6Vm9xlKuNGCJIbjkwWq3E5s7ij+su5zFoy/FVG4E5/so2VoJAeL85j0xXt8N/V+4kJCqXK7+OuG7/m2pl3JQyu/Yv74SeilF1DJqwE1QrYBWQnFIA3gl7sf5kRZGYJgpMRpZ+IXczlUnE9qRDQvj5zIt1Pvp9rrYdH+X0mJGIFVPwhR3Bw043hcvoEMmf86H1x/MwOTHgIOIQgltItOxijpAnYLGvq1bM2OvFNM6tSDpYd2suzme5mzfQOrMg6RGhHNk4NHY/O4eWjJByy64S4QYMGerXx5eBfRZit/HnQ1nWIS0MkN21DJskxOTg6iKNKqVavzvtT1ej0RERFERESgKArV1dWByjK/3x9YCy7URuBsKCkpobKykpSUlN9NSuhs9gJ1G+xq66UWYZMk6bxazcYYRV6GissEqZnRFESkvLycgoICQkND6y2ZbQyaOoJUXFxMaWkpKSkpF/wwBu+OJElCkiRMJhPR0dH4fL5AFUxhYSFGo5HQ0FCsVusFVZ3VDev/XhbCc1kLBPuYxMfHo9OBouiA4TUVVcERkGigE/BXoBqD5GdU2kRGtp5AlbucaHM8PtmLUdKh9l/LB6qBH/D4p3B9uzhGtm6L26/wp9VfM3npBwD8dNsjLL1pJmszj1DqrGJs265klB9k5fFvGJYyBkU5iiR9jNq65Q/szj/OsNROwK+oabdf6lxxKIrSnjm/rufIA08hkI8g/BNVFC0iMIRQwyQ+2/8+pyqP4ZXdhBkjua3b/ejFZSSEVjG27XTGtO0S8BoCuLvXYGJDQrF7orGeEQAwIgrpiNIrQChR5pu4q2c/qr0KmRUlzNu9BY/fx6P9r+LJIaO5bdkClh/bj1lnYFafIbwwfBwP9x+Oze1l/p6tTO/Wn2eGjeWubz+hfXQ8JdV25uzYwOqMQ4HKPIACexVeWUQvHQQsqHqhF2uu9UG8fjcJ1kisBitWQwhrT/4WiGplVpRyy1fzOHjfc5h1eqZ++RGbso6xZ/bjKL6+GHUHUZQEPP4e3PvDYg6V5DN4wT8ZmtyWvwwdw/DWVyIrHl4bNYkHVy4OzCk9MpbHB13DxMVz2TjjT4xp2xUJkRk9BnJnz0G4/T6++W0PD6z4D7Ki8FtJAZuzM3goaIxvjuxh/e2P0S8h5YJTX36/n+zsbAwGQyCN1hAIghBwhI6Pjw/YCFRUVJCfn39eG4H6oFWv2u12UlJSmswJ/GKhkaNz2QtciHbpbNGly81qG4/LZf5NjGB2D2oZvMViaZSnhaIoFBQUYLPZSE5Oxmaz4fP5SEhIuOh51mcZ0BiUlpZSWlqKKIoXXLZ7NvPHs0GWZaqrq7HZbNjtdkRRDKSh6usPpflCiaJIYmJik3hQXSwURQnsXFu1anXOBUunE9HrBeAAgnAIRbkRqKwRP+ejuoJPBDJQhcjjUCMW36BGLNJQlGG4/QUYJDsCkQjCO0A0Lt/dLDm0gBPlaoVYUlg649vfwx3ffMbu/CwO3f8cVoMNWRHw+M3syNtAmbOI7vG9aBnWAoP0Bmra7B6gCFmORRC61uiAbkNRshGEb2s+k4bLdwseXwSioBBi0CMIT6JqqILvze3ISk/KnAX4ZB8xlhQEFOAUguAB2uH2Kxwsymd7XiZ9ElMIN5qZ+uU8Vt06mxjLJgRhDWpUKxKYjtr7bFHNGYzAy4ABm9uHTpRw+jzoRIkJ/5nLuswjtebz8sgJPNRvBMt+2820rxYQYbLw8x2PEWY0Y5B0bMnOIMZipX1MPHcs+5hVGQe5uXMfPpk4HZ34G4KQD3SoOe/bgBWX948cKM7j5qXzySgvxqI38HD/kdzdczA93/8blW7VEPTxQdcwJLktc3as59H+o5AVmc/2b+eNayYQojfR96NX2VtYu4rwisRUtt39KF7/r3jlNEqqJb46vJ+ksEhGpXdCEgTu/vZT3hlzM3pRwq/IPP7jV8zfvZm6+Oj66ewrzOXtX9fW+vmotI4svnEmxgtY+TVDWLPZfMFp9oagPhuBYJPK+qIpiqJQWFhIdXX1BXnFXSpoEbKLsRc4l+8SQP/+/Zk3bx6DBg1qkjn/L8blMv/fGxobqdF2YIqikJaWhk6nw+FwNJkDdlNEkLxeL6WlpYE5XkhevKHkSJurtltUFAWXy1WrP1Rw6N3n85GTk4PVaiUuLu53UUosyzIFBQW43e7zhvUFQUCvV2r0POtrfpYDPIaiTEdrHaLqdlKBtsAGTldgHURRBiAIZZh0LwIJKMr9KMpzuP0ulh9bEiBHANlVGazKWMTcsVMQ0LEzL4uhKcmIwhqM0lAGtGqHrMRg1O0DPgI092c3kIwoFqG2IJkArKfMORaLvhc6UaKkuoIXfl5DpdvJpxNvRBCyqUuO1OvbjiR0JDYkAbU8fz2K4gMGoWDE4XYho6NTbBxd4+Kp9sl8fXgXL4+8nlCjGbUx8VVANYoSWuMcHtyixQ1sBpIJNc4FdJj1oyhzDjmDHIGaXprVeyjXt+/Be2OnMio9nWhzFEsP7WL2D4sCOp9BSel8PeVebv16PgvGT0Uv/R1Vv6ThGhTlMcCKgsg1n/6LMqd6/dVeDy9tXEGX2ERm9BzIm9tUzyWdKDKidRtSwqNYfeIQ6ZFxvH7NjSiA0+cn2nJmUcaXk2cgCgsx6nZhBKyGdjw6oC0ub29mfv8fRqV1Yu7YaZysKCEpPIrsyjKub9etXoI0KCm9Vo82DXm2SoQzjejPgNfrDRjCxsbGNsvzV9dGQIsulZWVkZeXh9lsrhVd0jaaLpeLlJSU38WGCZqGHMG5o0tFRUVN9s74v4jLBKmZ0RgN0tlcp5vDMqCxcDqdZGVlBcSTF0qOmsL8sa6w02azUVFRQV5eHoqiEBYW1mBfqOaCFs2SJImUlJTz3id18XYDPwf9NBN4AEGYhKIMRxCe43QJelvgdqAHKvlIRlF8KIpUY2Lpw+tV77dBZz1DyA1wvOwAkzvPJq+qnLbRVj7Z+y7Tu9+HLCvopRAE4XVqvxn1qD3ZPKgRmxNAW2zu8fxxzTI+2bsVk04faKVxR4+ByEoBknA2LZUFtTw+H3gX8KkvY74H5QH2FAo8sGIJ7aPjmTf+Nm5YPJcrElMZlpqOz29DJx4BpRhJ6IlKKpfVcw4XcLLm33pc3kF4/X4EBJQ6b32dKFLmrObLwzu5r09/rMYvqXJP5qWNK7ijx0BEQWDl8YNszs7gk73bWDzpToy6jdQmRwCrEYSR+GUbW7JLA+QoGEsO7WJGD5Ug6UWJ2X36oxMVEkIjmNChh3qerAwGJqWx5NAuXhwxnuEfZwRK9fskphBv1VG7cfFR4CgmfSnTu/XkZLkNo07H4ZICXt+6hqTwKB4bcBX/njijlhh/Vu8htAyL5Ghp0RnzvL59N6R6+voFw+PxkJWVRWRkZKDJaXMjuHlrdHQ0fr8/EF0qKSkJkCFBEEhOTv7dkCOtcKSptZHBvktlZWU89thjtGjRgh49ejTZOf4v4TJBamJcbJm/JnSuz3W6KZvMNqSHWl1oDXETExMRBIHy8vq6ltdGU5Cj+qDX6wNkyOl0Eh0djdfrDXisaLqlpq6CuRBoTXAbEs0SRQVBKKF+fyAXauqoJOhnx4Cngb7AJBSliqoqPaWlBTgcjkBVXGRkJNawEEw6M/Y6bsl6yVhDFCrZX7iD7i36oyg6dKIftbLsdlTSUQHEo5bQ7we+AJ6tOfdLKMyoqb5SavUZO15WhEI06nKTjpoaDFwxavQnAlhIbYNHP4LwH/ok/pm9hTm0iYpj7ckjbDh1jA2njvGPrWsYlJTOsNR2jGsXTZ/ETCSxO/Blnfsn1Mzxc0ACerI9L5MwYwRj2nbhh2P7a92Pu3sNZtmRPfzt5xU80HcoAEWOarbPfJIfju7Hr8i8NGICi/b/yvJj+7mrV18E4QRnQkFRsvD622KQKuv5PYQajbj9Xnq2SOLNaycSZcqn2mtmzo5NPLPudBSsV0IyK295kC3ZGRy+/6/M370Zu8fFvX2GIQn1jw1lxIVY6Z3Yjnt/WMS/953Wh32wcyP7732GzXf+mY1ZxxmW0pYOMS34bP8vLJ08i+s++xeFDtU6YmTrDjw1ZDSSvy6VPA3N0T8mJqbJHKAbA0mSCAsLIywsDFmWyc7Oxuv1IooiGRkZtVJx/y1douba3ZyFI2VlZcyaNQudTseyZcsuqnXK/2VcJkjNDFEUL6hEVhMQlpWVnVXo3JRNZhsTQQqeo9YQ12aznXdOwWLCpnSI1eZUVFSEzWYjNTU1IOBWFAWn04nNZguUGQeXzzf1POqivkq1C4HfD5KUiCCYUAnRaShKDGrExkhtwbYCCCiKH1m2YjAoJCQk1EpH5ubm0tqcSv+WV/Hjya9qjXtF4jBOVvxGUmgakeY4yp2llDnVl6sgvAKMB15ALaf3oKb0VgNXo1ZqfQ88gVV/gnt69eM/B7bXGv9wcT6iYEX1F5oNrAQO1lzLdTVjhlJfCxMowKQzMaPHQBweN63C1OrICJOF2X2GMLlTZ/yKQsvQUCTxW+AKVKPIJUA5EA7chdcfjiA8gICAw1tMkSOHF37+kn9PvJPHf/yKJYd2EmY08Uj/q7itW3/+vXcbN3Xujd3jxqjrjNcv0/adpwNRoDCjieXTHiDRGo4oCEArYN8Zs5eVRPwKdI5LpEtcIgeKTkeZJEHksQGj6BKbyLVtkjHpNqITj1NSfS/Prf+u1ji78rOYt3szXeNaohNF/mfwtQhATlU5otAK1ROr9vfF6++MIBhwej21yBFAhauav/28nGld+1LudOD0etmSdZzr23fHqjdy8qEX+a2kgChzCFHmEHQyZxhkanA6nWRnZxMfH39GQ9P/FmRZJjc3F1EUA+n/uoUfzWkjcDZo5Kg5vZdKS0uZNWsWBoOBBQsW/FcJ6/92SM8991xjjmvUQf8XoGlsNLhcLrxe7zn9d7RyWKfTSevWrc/64Gg+IU3xhdfEzhea+9YWHG2OGhHxer3Y7fZ651RXb9TUpESbk9frPUMgrmp59FitVqKiorBarfj9fioqKigqKsLlciHLMjqdrsnnVVlZSX5+PomJiQ1+YaieUAAJCMI+TkdCkoAbEAQZNSUVXN4eiqLMRJZDcbtr93vS6/UB1+6C/EI6JXcnwhhFlacCiz6UQUnXcEXLKzHrrSw+uJs/rl7G4ZJyDhaXMDDJjF76GTgAbAJaovooJQDXAq1R03q5QBQF9jASrNG0sIazPTcTl89Ll7hEvp16D5Gm39CJ7VF1Qq2AkcAVCMIRVNPLvqiRpbrRkETsnt50jGlFqdPGuPbd2JGbxZrp93F1upfk8PUkhp7EaohDEHoDc2vmeQswHLtnFPk2PW//uoHteVm0joxhe14hw1Lb8fVve/j3vm28O2Yqfxsxgfv6XEmvhGQ2Zh3neHkxV6a2p2NsS1y+WKZ+OY8jpYWBWbn9PnYXZPPCiAnoRR96KRXYjVopqP0th+GVu+CVBdaePMLjg66hwlVNSbWdbvGteO+6W+gWn4hJ/xgGKRdRMOP1j2bjqQIW7T/T+8qsN3D/FcNYc+IwHr+PKxe+zosbV9AhJpa2UX3QiQc47QnVEUG4kXBjOAeL81iwZ8sZ44WbzAxPbUe118OYtl1JDo8iwmhG8flBlokPCSVEp0eoI/4NhrYRSEhI+F14jMHZ7QVEUcRkMhEWFkZ0dDRGoxGPx0NZWVmgDYrmydYcGyitgrW5ydHMmTMxmUwsXLjwMjmqjb829IDLVWxNDFmWa0WMysvLsdvtJCUl1ft5LW9vMpnO6/BcXV1Nfn4+6enpFz3PwsJCBEEgLi7uvJ/VhJcGg4GWLVvWmuPZ5tQYMXZD4PV6yc7OxmQyNbiMOHgn6XA4alkIXIyNgtYCpry8nKSkpEYvgmq5v/aIHUZNPyUhCF+ieiKNQC0d343qbN0fkHC5lHpfZG63m+zsbMLDw0lKikVhNz65LWokyokoZOGTozlSqueljSspcti4s+cApnfrhSA8xum01/WoDVg3oKb6ugKdUaNIO3F4utN5zgs8P3wckzr2QlZ8iIIHo/QTOulH1FRXV2AoipIK6BCEZ1FTd1cB3YB3UKvRAHQ4PPfz6uajPDX0OvKriogJMaGXzEjCeiSxrtboDlTCtgTQ4fRO44djRqYs/SgQ/bAajPw4/RG25mQwrn130t/+C1end+KD627Bojcy/esFrMo43Tj4qrSOrJn+MOJfZ5+hVQJwPfUvPP7fCDXuBSaiKLsQhCKqvZ2we+J46qflPDZwFK1CI3jrl7V0b9GKni2SqHS7iDRZiLaY0YseVGJ4EllJQiGe/h+9wc782gaZjw+6hsmdetM6MpZu7z1PTpWa2jbp9Hwy4RYmdOiBrGTi8oXg9luY/tUi/jVmKrEWKwlv/PmMFiMvj5zAH64YjgBUlpZRUVGB2+3GYrEEIivnSkNpIuNzladfamiaP71e36B1Qdvo2e12qqurMRqNgXtgNBovev3SWppczLpwPpSUlDBr1izMZjPz58///64vWhPgchXbfxsN0SA5HA6ys7OJiYkhOjr6vA/hxeiGGjuW0+nk1KlTREdH19tgsr5xmktvFDynnJwcoqKiGiXG1ul0AUM6zULAbreTlZWFIAgBstSQ3lCa75Lb7b5o3yU1Pai1IuiGLMsYDDrUxqceVBJwHSqp0AHKWcmRtsOPi4urWTAVJHEzkvhJrc/pJZFOsa8xd8w0FEXGpNPXzGUSgrAY1bG5P/A3TleibUe1FZgMfAzM4J/XTOT+5UtZe/I35o8fjii8wun9lILaBLYvglCFmhL6M7AcVVjcDUV5BVnZhoKM29eHVRnHmLd7K08OGYsfPVOWfsbXU+5BElfXudI01Oa4Y2rGKkMQevPgimdqpYbsHjdPrV3Gq6MmEW22cvi+v/LjycOYdAb2FebUIkcAP544TIWrmg4xLThckl/rdynh0ciKQqhxE6rNgoVq7xg+2buZLTlbWXJwJ26/jy8P7+LUwy/zQN/heGWZcpeDuJBQKl1O4kUjsAxB2AiAJAB05+cZD9LiH09h86hps5ahETzQdzhTln7I8lserDUPl8/L5KULGdu2C29fezMzvv2YTVnHkRWFJ376mtevvpE3r53MH5Z/HqjAG9AqjZm9h/Lh7k1M69KX0Ej1edCajtrtdoqLiwO90kJDQ2ulobRU0cVWYDUl/H5/YLMZXNxyIdDr9URGRhIZGVlrTcjJyQk0mj6XjcC5ENzv7UI83BqDYHK0YMGC302q8387LhOkZsbZCFJpaSlFRUUNajbb1FVs59NGaWLsli1bnjV8XpcgNTc50hbmhISEi/ZwgtoWAvHx8bWcrL1ebyA9dS733mDfpQupVLtQaBE49b/9SFJf1FTXetQqt0igC7I8gfq4rhbSD97h+3wSev1wBCGjzqfbUVLtID4kFkV2oV6qHuiNGvVxAms5s0x/FzAWGECIIZwJHdKY0KEHLp8TARNqdV1w5VwHVIPL55DlZ3H7vRh1kxAAv6KwLSeX5cfsCAIsPzaHPQXZzB07Ba/fz5AF/8DhcddEcrRUVjh2z2yq3CH8fOoYnWKLaBN1Jxa9l2qvj3z7mQLm3QXZtI6IRkGhuNqGXhTJKC9mw6n6e5/9mpvJ61ffyPWfv4tfUf8eAgL/uHoSanTtLvXeyk7e/nUtT/70Ta3jy13VfH5gO7d268uhkjxMkoHcqnJSI2LwyYUYpI11zrgXs+4kP894jPm7t5AeGcu0rn15ceMKNmdncKK8mPTI2EAESYOsQI6tgp+DruN4WRFVbietQiPJfOgltmSfICE0nLZRcUz/ej7Ljx3g2XXfsXf20yRa1OcpPDyc8PDwgI7PbreTn58fsNQQBCHgzfZ7MSD0+XxkZWVhsVgu2nuprq3I+WwEzoXy8nJKSkqalRwVFxcza9YsLBbLZXLUxLhMkJoZdYXVdbvcN+ShuVRVbJrwuaKiIiDGPhuCSZtmWNYceqPg9FVzLczBTtaahUCwe6+2MIaGhgYiRI2pVGsMvF4RUZyMIHiBHajRmNYoyg2oPPf096K+e6XTSQiCgiwLQDfcvqkYdT+hltf3wOGZwNzt63l++GiQFARhK2raZyhqyktEjdDUh2LgJmBJjSGlH7O+M4pyNzADtVntcVQhczpQicd3B1lVVUz/+hO25ZyghTWMV0ZO5IaOPXD5fMzZ/jMp4VG8ctVEBiW1ZmdeJnm2CvVsjgpahqk9yOyee3lj636eW788kAIb3aYLX06+A4teoGVoBLk1x2nonZBMvr0KnSjyn4M7eLDvcArsVQxJbkN98Pp9dI5tyaH7n2PO9g3IisyMHgNJj4rBpAM1ehSOoiRjd3vqHaPK7WTO9p+5/4orAQWP38eR0kJahh2t9/OCcIjUiNG8OmoSsqJwsryEU5WlGCQdqRHRdIiJZ8Op08cKCDzSfySfH6itXRrRugN7CnK4bdkCxrbtyr8n3smd33zM8uMHAi7gNo+Lp9d9y5wxN9d6IQiCgMViwWKxEBcXh9frpbCwELvdDqhp+oa6WTcHNHJktVqb3HvpXDYCmkGuFlmqW/xRVlYW6C7QXP3eioqKmDVrFlarlfnz518mR02MywSpiXGuFJv2IEuSRFpaWoM9OS5FFZsmcPT5fKSnp5/XcVYjWlqlWnNEjTRS6fF4LmnbkLphd02jUFJSgk6nw2QyYbPZAinS5oQsy7jdInr9FETxNtQSci8eD7X+jpopntPpJDU1FZPJiMEgArsRhCwUpSPQjv1FSaRHPYZZZ+SXnOM8tfZ9lt18J4LgQNUmpaNqiyyouqejQHtUwXYwJKAdaiPcYCHwAQRhD2ra/wCqPcBuVLPJKPzKUwxd8JdAhKfAXsUd33xM68gYBATu7jUISRA5VlpESlgUHv/p7/3T61by9uhbsRq+o8Jl5tn1P9Sa0YrjB1h2ZB83dIhl7tibmbj4g0DkJ9xo5rVRk2hpDWfylx+yOuMQn+zdyva7nyQxLIJRaR1Zc+K0kebw1PZcmdqeu75ZyKtX38TNXfrQLjqeMIMJj9+NX16DTsoAbkYveZnRcwAvb1pZS6+kE0UmdezFov2/Iisyy48dIKuyjOnd+iEJyfX+vRUliS3ZmUxe8hHVXg+j0jvy4fXTmdqlD4eL83l++DhaWMP59she4kLCeGrIaFpHxvDZkg8CY/RokcQTg69l9KJ3AJUIHSjKZdmRPWec70hpATJn3zgpikJlZSUul4v09HQkSQoQBS01rZGlS1ElqkHTR4aFhdUrAWhqBNsIaFWiwf0jNf2Wz+cL9HtrTnI0c+ZMwsLCmD9//u9GJP//Ey4TpGaGRkQ0Y8WIiIhGRxqaMsVWXzQqWDCempp6QYucIAj4/X6cTmeTiBnrQnPG1ul0TZq+aihEUay1MJaUlFBaWhowZPN4PI3WKFwoVJIkcNrNGoIjR1pVn6IogV5TBoOIILwKZAMgCD8C3emdcBePrPyGeXs21UQfriLaHAZUobbl0MwC2wD3Ax1RCdI+VO8lABFFuRlBEFHTb3URBaxAFZoHI4EdeSfrTX/N2b6BKZ378OXhXcwZexMjWociCtW0j0nnndE38uCKL1mwZytRZoZsx+sAACAASURBVAt/G3Eb6zPPNL4EWHn8KNe11TGidWeyH3mRT/dtJ8Rg5NZu/Sh22Bi3eE4gFWX3uHlj249M7tybr6fcy8asY/x86jiDk9MZnNyW2T8s4oUR1xNhMpNRVsTg+a8RZjQxtl1Xbunaj9YRVyMI84H9JFgfYdENd/DIqi8pdFTRKiySf15zE9lVZdzVcxDd3nueE+Wqj9Wz67+j/PFX0Ut1vaES8cm9uPvbZ3B4VTuH1RmHuHnph6y45QG6zn0ek07PQ/1HsmD87ShArNlKRlkJWQ+/zI8nD9MyNIIeLZJAgaeGjOaVzar4vnuLVoQaTAFtk4YrU9qhE0An6c5IvWsRZYfDQWpqamDTFOxm7Xa7A5uHhgi9Lwb/DWPKYASb1sbExAT0W6WlpbjdbgwGAxUVFVit1npbIl0MNHIUHh7OvHnzLpOjZsJlgtQMCN6Faf4bmZmZjSr7rm9cTd9zMagbjaqurg4YvV2IYBwIzCUiIiKgwTlXj7SGQqu+CgsLa7a2BQ2Flr7S0o8mkynwctA0ChaLJSD0vlQ9n7T+V0ajMVC9I0kiqpA6u86n9wL5vDhifE0bC4VqjweVbH3AaXIEampsKdAPaIOi/KHm9yVAm5qIE9S/lPhQ/XnqQkYS1ehpemQsw1Lb4fJ5+eHofiRRJMZi5f3rbiDE8BanvZHCuLfPg8CNPLBiCYv2b+fa9C50iEms9350jk3AKMkYdBBi2M0fB7oRhDB25mXR58M3zvh8ZkUJkiBS4aomPiSMJwZfy8GiXNZkHOC9sdPQiwIlTie3fjWfxTfNJD4klHWZR8mz2UiwhmHW+wCFEMO7TOgwi/EdXqTM6cCiN/DZ/l/pnZDM3zevCpAjAIfXzcTFH/Hd1IcRhF9Qnb5boSiD+Mva784gkFtzTlDuqibEYOS3kgL+sPxzAMa27crD/Ufi9Hr5++aVlDsd/H3UjRQ5bCzYswWLTs/yaQ9g0ukpd1Xzzuibufu7TwKC7c6xifxl6BgsevD4am+aLqRNR3BqOpgonE/ofTHQjCmjo6Mb1eeyOaDTqeRSlmXS09MD1bJaS6Rgk8qLWReKioq45557iIiIYP78+U2ixbyM+nGZIDUjtEiD9sBcrGuqlr6SZfmiLfODI0jl5eWBipQLfdi0tBpAfHw88fHxZ+2RZrVaGxxV0UqIf0/mc3XTV9rOOFijoL0cbDYbhYWFgXLh0NDQZtNpBJfxB6cZRNGPIGSe5ahM9EIibpcaSdALAipBOlXPZ/cBN6K20ojntEfTD6gEZiqqVumrOseVoSijalJtwWkbN70SkvnixpkMS23LimMHCTeZ+dfomyly2AA3IYZvqG0cWYUkzuO+K57gtm6DMOh0fLJ3K7cmp3NVWkd+DEqLJYVFMrvPUAy6Y0AW0BZBeAmIpH3MU0SZLIzr0IMucYnk2ypZtP8Xrm3TmU6xCczfs5nXNq/mwH3PkhoRSUm1g2+P7OWGjr1YsGcLn0y8k83ZGTzx49eBNNqgpHRW3XovIYaXgVLM+jk4PM+waN9uXvj5B+aNux1RENmWc6bb9g/H9nOwuJgucVagM25fK4oc1fx48swecQBmnQF/ncjv3b0GIwki3eJbEmfV0TI0lnWZvzFp8fv4FZnhqe0JNZoY27YrcSGhpEREcfKhl1h5/CAtrGFcmdoeAYUqjwtRMKIP2ojl5eXh8/ka1KZDp9OdV+itEYXGrGMul4vs7GxiY2N/V6XsxcXFVFVVBfotGgyGWvotu90eKDJprI2ARo4iIyOZN2/eZXLUzLhsFNkM8Pv9gWazHo8Hr9dLy5Ytm2Ts0tJSoqKiLjqN4/P5sNlsAaO01NTUC/YyURQFn08VeIqiGCBumilhZGQkoaGhyLJMZWUlRUVFOJ1OZFm+IBO2srIyCgsLG0TYmhtapZqiKCQlJZ11BxhsRhcVFYVer8flclFcXEx5eTlerzdwr5qCLGlWEbGxsWdE/gRBRBS9CEJ9aaiJ+P2WWlFEdU5rOLPNSSyKMhjV7VpGELahtvOoqvl9LmqpfziqkFsHDAKGomBEVjoiCiWobt9XALfi8bsodbrp99ErLD28i8UHd/DFwZ080G84cSFW9NISaruFA9hxeIcyaP6bzOw9lDe2/si4dilM69qP9tGxWPRmbu7SiwXjb8Gi34codAYqEQQfql/Tb/jkJP7Q90ZC9EYOFufTPiaeOWOnMSApjVXHD1LmdLBwwgxMOokQo0RaZDQOr4e4kHBOlpfQr1Vrxn0+BzmI8GVXldMiNIyeLZKQxN8AGYO0j+7x03l0wNW0i45nc3YGVR4Xu/Kzal1Rang0fx54DQotKHUakZUQfjrxG53jEs9ogXJ1eiemde3L6DZdiDCZqXA5eXnkRK5r140Yi4VQYxFpkT9jkPowZtG72L1uFt94D7f3GMDazKNsOHWM5PAoOscmUuioItYSSp/EVGTFj0708OCKr6lyu+jZIgmfzxdI17Zq1arRG7KzrQtVVVWBtJ3f70eSJCRJOu8zEeza/XshR9pGOJgc1YUkSZjNZsLDw2utC6WlpYGUnKIo5zSuLSwsZObMmURFRV0mR41Dg40iL0eQmgFut5tTp04REhJCUlIShw4dapK0GDSdDknTDQiCcEFibO2YCzV/NBgMAZ8iv98fEDgXFRWdNaqiKAqFhYUBrUNziRsbCq1SLSQkpEElxOeyENA0S9o/jXkB1VfGHwyfT0av74na0PZ06bei9EdRYgIRwNM/9wFX1pCk4J+PBgR8PgGdzo+aCgpGOfAqivIHBGE4KsEqBioRiMMrt8PjT8bp87M9N5Nvj3zDy1dN4PZlC3EGmReerCjhj6u/ZMH4Kaj6pao65zGiE82EGkw4vG7mXjcNhSws+n8wresgJnboikGqxKh7EwjjVEUyyeFtgFeBPsBzKIrM/T8s4rOgaq83t/3Er3c/wei2XfD6vYQZ3eilA8A2QKFHi4eYuvRDPhp3G+szjwYE38H48cQxNbIV+DO2JdRYSrUnjj2FOczdsYE5Y6ex7Lc9lFSrVWAheiNb736cd35dyyubV1Ht9TBnzDQkQeCa9E68NmoSb/+ylnJXNTd07Mk7o2+m1OHg/uWf82C/ETwxZDQoUOmuJtKchUX/HmDF6/eRXVXOI/2vItxopsd7f8Mrq3/rf/26jnnjbmNih+6EGc0IwLGyAl7etI4Cu41QowlFUcjOzkan0wX6LTYVgtcFWZYbJPTWPL1atGjxu9HcaO2X7HZ7QPd3PgSvC0DARkCrljWZTLUi73q9noKCAmbOnElMTAwffvjhZXJ0iXCZIDUxFEUhJyenVm5cIzVN0Um6KUr9PR4PeXlqT6gLFWNfjDO2JEm1Qu51F0WtP1pZWRmCIJCamvq76bqtmVJerNbhbBYCWsjdZDLVcvM+FxpieeB2yxiND6KKgDNRxdYJuN1nfofcbjCZrkdR4mqiRAYUZQTQDpdLxmgUUavWkoGtqCQmBFWTVF4j1j5ApasD1d4wduVn0TPBSoTJwpKDB7njm4UAdIhpQb6t8ozye4ANp45i9yiEGq9HFP5FcGrO5x/BlqyjPD98HK9tWY3L6+WNayYAPnTiCkKDHDMUZQQtw6KQFT8CD6MoK5FED1lVpbXIEcCh4nzm797MrD4DCTXINRYHAHeiKE4+3/8L3x/bz4GiPFX4XA86xSZgkBQgBVnpjSgMBlZS6R5JcngUa08e4d/7fuHAvc/y8d6tFNiruLfPUPYW5PBMUN+1v29exa/3PMGjq75gQFI6u2f9BYveQL69kv2FubQMi2TDqaNsOHWUD6+fTq8WyfRIiEEUVtXcq2r0kkhqRDT39BrMnd9+EiBHGp746WumdelL+CsPAwKvjrqBf15zEzvyTtEuOh4PSqA9T33PuSRJeFFw+/3oRBGzKAUiyg2BKIoXLPT2eDzk5uaSmJh4wb5xzY1g8XpycnKjdUVnI43z589n4cKFdO3alYKCAiIiIi6To0uMywSpiaFFZIJTF01JkC621F9LyURGRlJeXt7s5KgugneJmm6psrKS3NxcQK2McTgcjdItNTWa2pQyGHUtBDTdkmYhcDZR69l0UGeDWkEpI0lpCEJ6Le1YXah6ET8GQz8kqXfN8Xrcbu3l568RZQ9Cda6OQvVKigKOAFHY3VH8beMPvL5lDQoKAgKvjJzI3b0HoxNFfLJMscNGvDWMEL0xUKWloX10PNmVFXSMTQPhUdS2Jh68/r545Y50jvOz/NhBXtu8mscGjARswD3AAtSIk4Ci9EcQeqMTnqv5/Z0ojEFRdOzKL6j32n/Ny+QOXzcMxmc43c9sBfAHksPVCqnRi94m8+GXualTb5Yc2hk4toU1jAf7jiDPZkMQpvNbSQmDk4uw6BLJrirH6/dz3xXDeH7D93xxcAdTu1xB2+g4Is0hfFynKe2pylJuWDyXb26+jwJ7FVtzTjCgVRqbszL4w/LPKX38tMD8lU0r2TnzKTx+GZNOI5t+BDYzd+xNtAyL4HBxbfdvgCKHDbffx4mHXmTjqWMYdXrS3v4LFS7VfHNM2y58ceNMDIJY0waZQGWbLIl4FZl1mUf48vAuos1WHh1wFVEmC6K/8Ru3cwm9i4qKkGWZsLAwJElqsmj8xUAjR9XV1WcVrzcGwaTxrrvuIjY2lsWLF1NSUkJubi5Tp05l6NChjBw5kt69ezfJOS/j7LhMkJoBdb1EmtoBu7FjBYuxTSYT5eXl5z2mOZ2xtftUVVVFXFwcoaGh2Gy2QKj5UpQK1wdFUSgrK6OsrIykpKSLFtefD3V30pqoNS8vD7/fH4gsmc3mQOSvoYvy2UhRffB4/JxuW3Q6MuDziej1ZtSvwGZUV28ZiERRZgJ+jpWV8o8tp9uAKCg8/tNXTO/enwXj7+DeHxZR6nSw9sRvPDlkNE+tPd1PzSjpeGH4eNpExSCJJ1CUNGAaPllhc3YO606uZenhXRyqeek/MmAYgvABqtv3c6hpvXAEwY5KcqqAAUAqgjAHMNOv5Q31XvPgpDaY9fs5TY7UaxeEJYxo/UcAvLKf6z57h59ue4QpXXrx3ZEDtI6MYWavIbz5y0+8unkVoPoPrb99Fj6lG13i9Fy58B98cdNMRrTuwPdH9+GTZSZ26Em110OY8czv1ubsDHbmZ7E+8ygHi/O494fPyKkqZ3ByGwrtVTzUbySL9v9CkcOGSa9nb8FxrkjsiiBsUO+j7luGJN+D2+9nYFI6K47X9q5qGxWHgkK+rYpR6Z2ZsuSDADkCWH7sAHO2b2Bq1ytYfGAHPVokMSApDT0CpW4nb2xdw2tBf+P3d/7MjnuepG1ETKMiSfVBE3qLoojdbic+Ph6fzxd4Ji5W6H0x0KQATqezQeL1hqK0tJSFCxcSHx/P5s2byc3NZcOGDaxfv55FixaxZs2aC+qleRmNx2WC1AxoSD+2xozd0LG0qIPNZgu4d2vGjuc7LliM3dTQNDTBYfOz6ZYMBkOARDSna29DIzRNjbruxZo+obS0FKfTiU6nIyYmpskMQxsCn8+HXi8BO1FbnWgoRxD+haK8XMtkMRjv79zIo/1HMrFDD46WFpIaEcOo9E4MSW7Dwr1bCTeaeajfCKLMbkz6bwAXgvAZfrkbbt9YNWq0pXb/tfiQaNSqu0zUiroE1FYoRcDbqBYDE4ETwGT8cigRJh0zew/hg52n23v0SUxhevf+6MRn6pl5LjrRzF+GjMavKEzq2AufLDOmTQqj0jqxaP92rvn0LfYX5QaOuK5dNwTMVLllZMXJP6+ZzPCFbzAqvRODktoQbQ7BIIm8tvknHu1/FfN2bwqU3AO0i45nUFI60778iFKnaqMQZjTxzuib+TU3k+7xrXhm2Fj+vXcbZdUOvjp8mN4JE5CE7Jpr9RFiWInR/yDvjplK/3mv1FQHglmnZ/7429mTn83fN69iSuc+LJk8k9352UxcPJdSpwOjpKPS7cTt87H08C7+uGYpQ5LbsvLWBzFKEm/9UtvzyuXz8tTaZSwcfwdNqRrUIrjJycmBTUrwM1GfZqe5Hb219cHtdjcrOcrLy2PmzJm0aNGCDz74AKvVSocOHejQoQOzZs1CluX/eoT9/wIuE6RLgKZsEdLQFJtWTacoCmlpaYE8+flajTRVSu1s42slsWfT0FyIbqmhDWXPB7/fH0j1NWXY/GJgMBgICQmhrKyMqKgojEYjDoejFmlsqo7jFwYfaquTunAgCFn0bZla71Ep4ZEoisJDKxcjIhBptuD0eYkLCeXBviNoGxWJxbAW+L7WcZK4DovhOv408Gp25J1iXaZa/t7CGoZPdqKXklFJkovT4vH4mv8fiNpP7jjwPZIYi1l3HS+NmMCtXfux4dQx2kfHc127rjU+RhZUwXkwkvHLTv486Fp+PHGYh1d9gc3t4paufbm/7xAGJiXz9NrTWqqr0jryP4OuweZxce/3n/Fw/5FEmCzsv+9Z9hRkk2ANp9rrYfSid7iz5yBaWMNYf/tjPL3uW46XFTGidQeeHz4On+zn4H3PsfjgDqx6I+M7dOfT/b/w8MovAOj2Syu23PlnfLKfWb2H8O72bdzS9R70oh1B0CMIUSzcs5mU8BgyHnyR1RmHqHQ5mdSpJ2tPHuGxVUvZMOMxIk0Wfj51jFCjiaxHXmH50f0MSWnL4ZICNmYd45MJd1BcbWfi4rl8eWgX16R3CrQoCcaxsiL1+9dExL2iooKioqJ614eLEXpfDLSG1B6Ph6SkpEtKjuriMjm6NLhMkC4B/lspNs1MLSQkJGAeqOFsppPNTY5kWQ54qwS78p4LdXVLWjVYYWHhRfstafB6vWRnZ2M2mxvcCbw54XA4yM3NJS4uLlDWHBERgaIoVFdXY7PZyMlR/YI03VJTksYzIaAKs+uDgQGtEmkfHc+R0tN929pExTGlyxU8t+47nhwymgn/mRuIuPRr2Zr7r7gSi0GgdlNbDX6c3mJe+HkLH42bjsPjweF10z2+JQIZwCTgHdR+caAuaVNQ039jgH9y2tspmxDDfmTlSdZlHsEr+1l94hCFjkru69MDhalI4ltBY+mRlan8VlLGnsIcpn+9IDCrvYU5HC0t5LWrJ5D76EscLs4iwhxOjCWcFccPkBYZy+09BqCg8I8tq3lyyGiiTCHM272JkxWlvHrVJLrHt+LBFZ8zMq0TCyfcQYjewLack8z45mOKHTZW3vIgN3fpg8fvp99Hr5BRXhw4/77CHD7eu5Vos5UhKW3QiSKt3niGr2+ezfDUDizYvZln131PmctBgjWcF4aPZ0LH7oFIUeZDL5FTWU63uc9TXpNeG5bSlh+mPcC1i95mU9bxmr+2wAsjxrH4xnv4975fGNehOzEWa6AST8Pw1PY01TdOa/CakpJy3l6V5xN6B5szXkw0WCNHXq+X5OTkZiMoubm5zJo1i8TERN5///0Ltl65jOaB0MhQ/aWP7/8vgs/nq6X5OHXqFJGRkU1SmpqTk4PFYjlvRZXdbicnJyfgj1MfDh48SMeOHQMPe3OTI6/XS05ODgaDgYSEhCZZZLxeLzabDbvdjtPpxGw2B6IqF7ogapVq2q7090KOzlfGryH4xaB5W12shUBd6PUiOp2A2rRWRhDWAd9xWqOUDszG5z9Gta8T/9z2E9tzM+mdkMyjA0YhCgITFs8lNSKavw0fT7nLgUVvxKI3EGaQMOmzUQnSujpnDsHte5GE15+k0u3kisRUoswW5o2bSgvrFgQhDrUFynb1+6v0RxCMCOxFEKKA18+4Flm5ki8PpTJ56UIA/j3xTm7s1J0fTxxgeGo6BmkHICArfQEDHr/CHcs+5qvfahM4vShR/KfX2ZR1lOGtO+KTXRwqLmHAvL9j1un506BreKjfCIoddmIsVt75dS2dYxORRJGNWceY0X0gUeYQfjr5G70Tk0kKi2LogtfYV0MedaLInDG3oJNE7vzm4zOu444eA7kypR1/WfcNxx54Ab8sc7ikgJ35pxiS3IaksCj+ue1Hnq0Rgh+491kyyot4c9tavp16P70/eJGjQUT2heHjCTUYeXjVF7XOIwoCJx58kW25J7m+XTfWZBxiytIPcddEkjrGJLD5zj9jFi5+I6hp/5KTky/a5iNY6G232zEYDIFnoiGO3sGGmUlJSc1KjmbOnEnLli0vk6PmQYMX9ssRpGZAc2qQLiTFVlZWRlFREa1atTpnSaw2L23M5hJjw2n324iIiCZtKqnX68+rWzpXCspms5Gfn98slWqNRUPK+OHMCqCLsRCoD0ajgChmIwifAgVADIoyGUF4DPgE1YRxDCCjkwoIkw7zaP+xuP3DMIgSVkM2fjmJrybPRhJFdKJIvq2S5zf8wNJDu7gqrSOLb7yDMGMrBOEIqmM3gA5ZuZ0deZmBKMcvuSfplZDMjrw8RrcZhSSKKIoNv3Ilv5UU8PDK+Xxx00yyq+LpHm+nvq+ZKFQRaVbvaXxIGGPadsHm9tIhJpk3f9lGcngkA1ulkRBqYsWxAzi8bt4dO5UbO/Xijm8+DqSYvLIfm8fFw6uWkB4Zx1dTZjPhP3MAcPq8PL/he17auJzCx17j6XXfMmfH+lrz+P7ofjbN+BMzv/8Uj9/H3T0HsWHGH+n34SscLSskyhxCUngEyeH1b4b6JKZwvLwIu8eNx+9Xe7UFCbJn9xnKKyNvYEfeKb47uo99hTmMaN2BAa0ycXjctcgRQJe4RD7Zu+2M88iKwtacE0zo0AN8foaltqPoT/9gTcZh4qyh9ElIQZTPXh15oSgpKaGiouKsZosNRV1H7+rq6lrFDxci9NbIkd/vb3ZydM8999CqVSs++OADLBZLs5znMhqGywTpEuBSpdi0MLDD4aB169bnDU8Hp9maU4ytkZDmNnirq1vSUlDZ2dln6JaAS1qpdqFoCpH4hVgIXGgDTUEQEEUZQQhOPZUgCO8BLwB/BA4CbwLlKMoLCIKfUKNEKFuBL/DLV1LpicakC0H0+XELfp5cu4xVGQcBWJVxkOhXH+dvI8bx+KAncHiPoyg2dGJHjpWV0D4mjnbR8RwtLWRSx168O2Yqr29dw7Prv+PJwaNBgNnfq9VxvRKSybVVMHHxh2Q8+DQC+qB5q3D7erIzr4BpXfvy3LDr2Jl3ir4tW/PAiv8wtcsVtIuKRy/paP+vZ8ipUjVJBknHfybdzcsjJ/LY6iUA9GyRRKjBxKpbH2Lykg/ZX5jL7llPE28NJauyjPd3buQfW1YjiiLLj9d2xQY4XlZEldtJ64hojpQW8tHuzUzv3p999z6DzeNCJ4p8cfD/sXfeYU4Uahf/zSTZZHvvld57WfpSBAWxUEQplqsIooLtiogVGypeVKQo6lWxd+ViofcOShGQzvZek91Nn++PdcZsZVuWfPfmPA/Pw6ZMJpMpZ973vOccok1gGHf0HMSHR/Yo7+0bFc8tXfrS4+3nubV7IuvPnag2rfb2oR3M7DWE54Zfz7ozx+kblUCGvojEmAR8tbpqobUZ+iI6hoTXuB/0iYxDlCSsdjsegEolcn27btjtdmwWK02hRrImUa/XNxs5qgpBEPD29lbMXusSesvnTUmSSE9Px263ExMT43RyFBsbyzvvvOMmRy4EN0FqAbQEQbLZbIpIsXXr1vVqq8hBuoBTqkYtPS7viKonREcXa4vFgkqlwm63ExcXd1ki2VKw2+2Knqi5ROJVNRpGoxG9Xl8pL8/X1xdvb+8aLwAVGrHdVCUZFeP9u4CRwL+VRwVhB5CEJB1FEEqwSwsQhYrgWJWtIr1MJ6p4adSNbL10WqnG2CQ7pRYzR7KzeGHHDnw9dOxOXce5ghzeu+5Wjsx+koMZyfSJjGPYh68pkR3/OXuMGzr0VKa9Ss0m/LWeJBcVkF9WRqDnLNTih1RMt4nY7UMRhW7M6G5Cp1ajFkVCvHwx2SzMH3Q1Yz5+k5+m388b+zeTVlKITq1hUqfetAsOY0fKOZ4aNo6ntv5IQkAwn068i0c3fkt+uYF10+7j57N/EO0bwOfHD7I37QLXte9O74g4AKJ9A7hUlF9pC3qo1AR7+VBkLFce++XcCQK0Xnx8bB8rDm7DYrfx9vgZvDX2Fub0Hcav507QITiC0W06cfsPH5KuL6JbWLQiXq+KHclnmdl7CAuGXE2Yty+n8jKI8g3EYrPx2JCreXLLj8prPzyyl5+nz+XDI3srBeVO7NSLSB9/rJa/xdlynFJT4Wi2WF8n6uZAfYTe5eXlqFQqp5KjtLQ07r77buLj43n77bfd5MjF4CZITkBLj/nL0Sa+vr71FhjLrbTi4mL8/f2bPdbjSo/LO8KxBRUUFERqaio2mw0PDw8uXbrUKN1Sc0PWZ2m12mqC+uaCIAh4enri6elZaVy6oKCAjIyMGn2nrFYranVtFwcV1dv6BVT4B4lI0lgE1EApPh5egB273YbJZKNdYCin7nuWpXs3UWQs55aufRme0IH9aRf57lRlrc/M/3zMde27kRidwO9ZqZXyzL4/dYTXr55C9/AYjmWncTo/myJjGTd07MFD63/kgxumYrS+gNGahYcqiDP5edzyzWI+nzSTGL9AHlz/NTuTz9IhJJwXR95I1j9fRRAEZq5dQ7+oBH64ZQ6/Z6ZyKDOZpPh26NQa/rxvEWpRxQs7f+aDI7sJ8vRm68XTjG3ThdSSQjINxczpm8T+9IuMbt0Jm93OM0njufqTZUrALcDsPkM5lJFMdunfkSptg0IpMRtBECi3Wnj3uluJ9PGj28pFDIxtw9KrJ3MiJ5Neb79ASkkBcf5BDE/oUGm5jugaFoUkSdzStR+J7y3mzl6DGZ7Qga0XT/NA4ih6R8Tx4dG9eGs8eGjAVWhVKk7dt4iVB7dxpiCHcW27cm27boh2e7WEvqZCPkcYjcYrOjVakw+ZHKwLFVNl8nHRnAQuNTWVWbNmkZCQwKpVq9zkyAXhFmk7AXa7XXGeBRQno8JzawAAIABJREFU2IiIiCYvWw42jIqKAlCmmMLDw+sdhSGLsQ0GA8XFxYqAsbl8huRgV1EUiYqKcolxeah5Us1msyktKMft0JKj8yaTSdFnVQ2cbSk46rfk7aDVajGbzXTq1ApBeIzK4bFq4DkqPIhWOzz+ABBNxXi93N76AjgC+CJJY4BEIBtBKKLEGI9VUuOl8kCy2ZBUIrPXfconx/cDoBJEXh51I3P6DWfVoR3E+AUw9dv3Kq37pE69eWf8dFYd2s7OlHNc1747d/QcxMu7fmVq135kGUp4fd8mTudnk1JcwILBV7NgyDV0XbWIC4V5ynJ0ag3H7nkKL40H9/z0Ke+Mn8E96z7lP2eOKa8Z1aojX06+my4rn2VOv+HM6TsMAQGtWo1dklh35hj9o1txKCOZrmFRnMrNZEybzqhFkT9yM3ltzwZKTEZmdEtkTJvOJH34GmcLcoCKCJY9d87nzrUfsWT0ZK799C323PUY8W8sVBzHQ7x8eOPqKUzo1AuD2YRWpearE4eY2KkXQz5Ywp95fzuFj0jowNqp9/LJ0f3c+/PnConafscjhHj6surQdhYNHw8IiKKAt8YDu9WGRbKjUasxWq2oJInkCxX2CY0RONeGlhqZbyjkKq4oikRHR1c6P5SWljZa6F0Vqamp3H333bRu3ZpVq1a5TIv/vxwN/rHcBMkJqEqQ8vLyMJvNCqlpCgoLCyktLSU6OpqCggJyc3OJjY2t98RDTWJsR72OXq9XwhR9fX3rpVNxhBzs6uPjQ1hYmMtMhNVnUs1xOxgMFWPMzvBbcoQ8xh8eHo6/v3+zL78xkNPJ8/PzEUWRNm3i8PEpRRA+p8JrKIaK8fo4YDEVxowiMAK4/q/XrAEeBj7CMSi3Yvl3IQgZVER5AAQjSU9iNFZsX6sokFdm4M+8LPpFJeCl0fBHbgZTv32PfXctIO6NxzFaK7f81t5yHz4eWix2GypBoHdkHL+c/YP+0Qn4eOjw0+pI0xcR4eOP3lTO8ZwMxn66rNp3f2TgaJ4YOpYSk5GTuZmM++ytaq/5YtLdxPsHUmQyMveXLzhXkEOUbwCvjZ5Eh5AIhn6whPUzHqDcYqFfdDzFxnJKzSbaBoVRbCpHFEQ81Wok4N3fdrIn9QK9ImOZ2WsID63/mk+P7+fAXY/TLiQMo8VCbpmBn84e5839m8kyVFSb7uw5iIcGjqbfuy9htFqY1q0/b15zM58e28/xnHSGxrVjcufeHMpIZtSa1ysF7N7ZazBJ8e349PgBvptyDwJgs9lR//Xb17Q/yAJng8GA3W6vJHBuaPuppabCGgqZHKlUqhpDeqtuh8Y6eqekpDBr1izatGnDypUr3eSo5eCeYnNFNHeLzWazkZGRQVlZGa1bt653e6w2MXZVvY7RaMRgMNRbpyJDvtiHhoYSGBjYtC/ajKivSNxxO8ij8466JW9vb2U7NMcdb33H+FsahYWFyjSRTqf7qxXnj4/PXECHIJioaKUlA/ORpFwEIZSKllsp8CYVVSQbVckR8FckxhT+Jkj5wAbU6jFYLKCySUR6+hAV164iwxCBg+nJXCjMY8P5k6y58R/MXvcJhcYyVILIPX2H0TMihu5vP0+RsYw1N/6DtafXsezA347PflodHYIj+OHmOZQYjRQaS2v87kXGMtJKimgXFMaaY9UnugAOZSZzdZvORC6drxC1DH0R07/7Nwfufpyk+PZ8deIwz4+4nhu/XMm2S2eACofs/XctwGy3YZXsmG1WZvUeyoSOvfjhzyMM/vernC3IYXz7bnQKi+SLPw7yzuEdSBLc3nMg+2c+ztAPlpBSXIBWreFkboby+Z8dP8DulPPc0XMgS0ZPJq/MwB856Yz4aGm19pufVkePiFgmdeqNWqqoHqqo/a63Jj2fY2vW09NTOUfUJxswPT0dSZJcjhylpqai0WhqbXE3RuhdFcnJycyePdtNjv6fwE2QnICaNEjNFQ0h38V4eXnVW4zdEH8jR51KaGhoNZ2KbLxWtR8vO9+62sW+oKCA/Pz8BovEHXVLoaGhit+SfDJsim6poWP8LYWq00Qy8ZZP9uXlEh4eZYiiBUE4gSR5Aa0RhFggjYrss9OgRJzWJuK1UvVmThBSEEU7FZUoKt1Q2O12Bse2AeCutWt445opnJ/3AqfysmgfHE5heRmbLvzJnjvnY5PsaEQV/z6yu9LyS0xGDmZc4kReJt3DohiR0AGtSq14+ciY2rUfO5LPoBFV9ImMq3HtB8e24XhOerUqloTEF38cZGy7rrQJDGHBpu8UcgTw+aSZZBiKWLDpe/7IyWBATCuWjJ5MsKc3d/QcRI+IGLw9tLQNDGP5ga08vvl75b2HM5PJLzPwwogbmPmfj3l44FW8uPPnSp+fXJzP8zt+Yl7iSMZ/vpx9dz1GfEBQJXG4VqXmwcRRxPj6I4pmeetjt3tgMlUODq4NWq0WrVZLcHCw0oKSzRnrmpJ0bF/FxMS4THVZThuQ/dnqu151Cb3lKrxWq8VutxMUFERycjKzZs2ibdu2rFq1qlHHvcFg4JZbbuHtt98mJiaGPXv2sHjxYkwmE2PHjuWhhx6q9p6MjAweffRR8vPzadWqFa+99ppLnaNdGW6C1AJorgqS0WgkOzsbURSJi4urtxi7KeaPjicBq9WqlJezs7OVOyaTyaSkWrvKRJgcKClPxzRVhF7Vb0nWJTQ08sOVxOuOcNSE1DVNZDYLiKIOUUxSgoYlSSI0NBJBCKQi1gMgnQrH7RgqyJMjBlBhDeD4+a2w26tXE+SLauvYGG7tPoCPj+1jzk+f8eSWH5nSpS//Gj0Zs4eV/HIDU799D7Wo4v3rb2VgTOtK5AQqjB17R8TyyfEDhHr58Nmkmdz382dkGUrw0niwcOhYekXGMTiuLdsunqZPZDxj2nRmw/mTyjKGxLVlTJvO/OSgS3KEVq3GYrORGN2KX86eYPV1MzCYTRSVlxHrF0jrZU9gMFcQkYtFeWy7dIZz815gwhcr6BgcwYMDRuHt4cG/9m6stuxl+7eQ/vArdAqNJNjTm7ZB1YNKr+/Qg3MFOVwqymfThT/Zd9cC/rnxG7ZfOkOHkAgWj5pAqJcXongWQcgGWgMhiKIJnU6L0Vg/kiRDpVLh5+eHn59fpaBlx+qzY9CyWq2usX11pSCTI61W2yQH/docvb/55htWrFhBQkICZWVlREREsGLFikaRo6NHj/Lkk09y6dIloOJ6sHDhQj7++GMiIyOZPXs227dvJykpqdL7Fi1axLRp07j22mtZsWIFK1eu5NFHH23U9/xfg1uD5ARIkoTZbFb+NhgM5Obm0qpVq0YvUxZjBwYGUlpaSps2beq1Hs5yxpZF3nLch4eHB35+fvj6+rZgLljt6+boX+JMAWhNuqXaIj8cs96io6NdRpgqr5cgCERHRzeq7VHhtC0CRQjCs1RUjwYDY4GPqags6YDhwGgqBN7yKHk4kvQ4RmNlDYws9pdHrSW1ilO5mWy6+Cd9o+IZHNsGs83GS7t+4dXd65X39Y6MY/2MBxj0/iuKABrgg+tvZ2y7rnh7aDFaLaQWF9AhJIIMfRHBnt5sTz7LvT99RlJ8e969fgY3fbWajyfeyfbkMxxIv0TP8Biu69AdAQGbJNHqzYUUlP/dqtOq1Byb8zSv7PqVN665mePZ6ejNRkK9fWkfFMYHR3Yz79fKLtUAn02cCUhM++59REHA8tRKtC/cVynAFiocrc1PrsRss1JkLEcUBN7cv4W3D22nzGLm5q59WT52KjmlJfhpPTmanYbRamFoXLuK5dpt+Gu1lJqNeHloUAkFCMI3QAqQgCTdBPhSXt48p3e56qrX6ykrK0OlUhEcHKwMglxpyNYoOp3OafFCdrudzZs3s3r1anJycigpKSEoKIhhw4YxcuRIxowZU+/PfeKJJ5gwYQLz589nzZo1ZGRksGLFCj76qMJl/YcffmD//v0sXrxYeY/FYiExMZEDBw6gVqvJzMxkxowZbN68udm/6/8DuDVIroimVJDkdoycTSQIgnIhvtz7nOmMbbPZyMvLw9vbm4iICMVfJy0tDUmSlLsp5+aCVYc8qabT6VqkjF9f3ZJWqyU9Pd3lst6sVispKSlNXi+LxY7NBlqtL5L0wF8X3v1UCLBnAxoEQaKCKBmQpLnAMSAC6IbZbEdyEBJbrVbld5SnPwWrjW4hkXQPrRhdt1mseGo9WHlwW6V1+S0zhRd3/MTRe55i/fkTnMnPYULHnkT6BvD01rV8enw/Hio1s3oPoW1QGPf99Dm/Z6WSW1aReP/FiYO8OnoiX900iwx9EaNbdaJfZDxnC3IBgenfvc9bY6ey+875zPvlC/amXaBrWDSvXjURlSCy9OopbL34J4kxrXnn8A6O56QzJLYtt/ccyMYLf1aaigMoKDfQ6692nl2SOF+Yx/UdelSzOxjfvjslpnJ6vfMikzr14olh4xgc25pnh49HJYgcyUpj6jfvkW4oIq/MQFpJId/cNBu1INDt7ecZENOKd6+7lZWHdjEvcSBempepCPUFOIYgnEOSXsLDQ43ZXD2QtqHQaDT4+flRXFxMQEAA3t7elJaWcunSJVQqVaVQ2ZY+HmRy5OnpSXh4uNM+PyUlhVdffZVOnTrx7bffUlJSwo4dO9i+fTvPP/88nTp1Ii6u5lZuVbz44ouV/s7JySE0NFT5OywsjOzsyu7ohYWFleQQoaGh1V7jRu1wEyQnoLl8kORgV6PRqIixTSbTZZflbGfsmibCvLy88PLyUvx1aiIJTQmTrQ/kOJPAwMArMi5fk25J1m+Vl5ej0WjQarVYrVaXaK3J9gL+/v7NEv9it9spLwe1Oh6N5hFAgySZMJtFRNGEWi0iSX4IQgAWixW7fSSiKGKrogMym82kpKTUuF5VzQklCUodqrUyVv+2i5evmki8f7AyPbZ416984OBG/fS2/yAIApO79GbDhb/baAuHjiW/vJSRa17nXEEOKkHk1u4DeHPszWQbSsgylND2rSd577pb+WTiXfhrPTFZLZwryCXOPxCzzcrguLb0f2+xYiPwzcnf+PjYfjbc+gAJbyxUHKxVgsiULn3x0ngwrl1Xfjl7gsU7f+Hd624l21DC7tTzAAyMac27193Kb5kpJBfns3TfJm7s2JORrTqy6uB2kovzuaZtV94YO4XRH79BWkkh7YPDGdOmM4IosvvO+fh56Fh9eCdGqwWNuJ+/yZGMMgRhPyrVoGrbUxAE1Go1giBgsVjqpamUybe3t7cy0ern56fcUMmRQI7Zgd7e3k43i6xpvZyBixcvMmvWLDp37szy5cvRarXodDomT57M5MmTm7x8uTMgo2rweG2PucrN2f8HuAmSkyCPz8v/byhBkg9itVpN69atFWJR17KcHTYLKPletWWXCYKgiDgdc8FkcbNsRujr69usJ8KWijNpCDQaDR4eHpjNZiIiIlCpVErkh0ajUbbDlWhJlpeXk5qaSlhYGAEBAc26bKvVTgU/l/Usdux2FTabAIRTVlZKSUkJer1eqTbKlQTZJiIkJKRek5BGi5kxbTorsSUyJnTsxfbks9z4xUpO3fsc7YLC+PT4gWrvf/vQDo7e8xSz/vMJAF4aDx4ecBV9Vr9EcnGFuNkm2fnw6B46hUZwb78krmnbmd+zUrnthw+I9g3gk4l30SE4jLiAIE7mZhLp48+XJw9X8liCCqH13tTzTO+WyNuHtxPq5cvKa6ci/TVn9ubVN/PFJD9Uosilwjx+mT4PvdmI3S7hr/PkYMYlxn++Qlne1ycPc64gRwmXfX3fZh4eeBU/3HwvX508xNz+I7j/l89pFRDCff2GY5XsfHR0L7d07YtKrE1rVA4IaDSaihgRmw3UKiRB4GhuBnlleobGtcNqs6GpgyNZLBZSUlLw8/OrRnKrDoJUzQ7UarXKsdFUT7aqkM+rPj4+hIaGOp0cdenShbfeessp2syIiAhyc3OVv3NzcwkLq6xLCwoKQq/XV0wqqlQ1vsaN2uEmSC2Ahk6xGY1GkpOTCQgIqHaHU9uynE2OGjt55ZgLVjVMVqvVVhI3NxYFBQXk5eURExPjUm60NY3xy2JW2U9FjhapTbfkDMhkMioqqs4w4+aGvN9WdfOWSaPRaESSJAIDA+sdHKwVRD6Z8A/Gf76C/ekVhoajWnXkrbG3cPM3qym3Wrj282UcvHshVnv1qTqj1YJW/Xc1r0d4DBeL8hRy5IjvTv3+l4dQB+7vP5JMfTGx/oEIwFcnDjPv1y/pEhrJtjv+yTkH7ZMjTudn8+bYKUr0x595WXRa/gyx/kFsu+MROq94hgJjGf2jEvhi8t0Ee3ojIHChKI9Pju2vNDkX6x9IhkMkCMAb+zazYPA19AiLYeq373E0K42Ddy9k+cFt3NdvODq1ho0X/uS+flPw1f5EZTmpgCQNoNRsZ1vyaVoFhJAQEIyExJD3X+VodhoRPn7M7j2M23oOINzbF5WdajdscgVQruReDlWzA+VjwzH2QybQTalAtxQ5unDhArNmzaJbt24sW7bMaYMrPXr04OLFiyQnJxMTE8O6deuYNGlSpddoNBr69u3Lzz//zHXXXccPP/zAsGHDnLI+/41wE6QWQENabCUlJaSnpxMVFVWjcWBNy3I2ObLb7WRlZWEymZo0eeUYJiufCPV6vTIWK+uW6utQK+c4GQwGEhISXEL4CZXJZE2TfY66pbCwMGXixbHd0Jx+S44oLCxUzEWvtAeLY7XRw8ODzMxMAgMDsVgsnD9/vl4E2m6346PSsOnWBzGYTahEEa1KjVol8tmkmXx54hBqUcRks3Jtu27V9D/Tuyditlr5cvLd/HLuBEPi2hDpU3NFLdDTC7PNSs+IGMw2GxE+vpSZTSAIzPnpM2ySnUcHXU2WvpixbbuwbP+WassY164b2y6eZvnBbfyelUJaSREABcYy9qSeZ3Sbznz/5xH+fcPtrDm6j1f3rOeOnoN4eMAo3hk/g2Vjb2HD+RPM3/gtd/QYxLAPX6u8PSSJswU5XNO2CyNadUCrVpNaXMiru9eTGJ3A3P4jmPH9vzmVZ6B72G3oNN8BesAPSbqF3DIbsa8/jNlmxcdDy3PDr+cfPQdxV6/B/J6VyqujJ/Htqd94aecv9ItKYEb3RBBEBFvFOclsNpOcnExwcHC9nf0dIY/H+/j4VPJcysvLw2Qy1Wozcjk4VrQcdTvNjZYiR1Bht/Dyyy8zd+5cTCYTSUlJXHPNNUCFoHvkyJGMGjWKZ555hgULFrBq1SoiIyNZunSp09bpvw3uKTYnwWw2K3fMkiRx4sQJunTpUuuFX/agKSgoIC4urtZKSNVlOVuMbbVaSUtLU8ZznaEhcgxR1ev1ilOvXFGp6TNbclKtIXAc44+NjW0wmZTbDXq9nvLy8gaZ8F1uvfLy8iguLiYuLs5lyCRUkLa8vDxiY2OVyqQjgTYYDPVyd5cfk48FqwBqlQqTzYrBbMJDpWbm2jX8dPY4KkFkWrf+LBk9iYtFeQRoPdmTdoEsQwmTO/dm7i9f8Ou5ym27zbc9RKSPP/M3fUexsZxp3foxrVsiO5LPcN3nK1AJIvrH36TrqkX8NusJ5v7yJR//ZTYpIDB/8BieGDqOPann2Z9+kW9P/c6x7L8tEN64egqTO/fmQPqlCnfs797nnfEzaB8cxoO/fsXR7DTaBYXx5jU3Myi2NV4aLWklhfz7yG6W7N6AyWbFQ6Um+59LuPGLVWxPPsNtPQbwTNJ4vDVatl76k+vad+eTYwd4+9B2Fgy9igkde6ERLUhoMVkt9Fn9KgkBIQR5evHKVRPZl3aRzRf/pG1QKHf3Hsp7v+3i4Q1fK+vcLSyaPXc9hmiXMJWXk5KSUu/2aEPhaDPiGPtxuTa1TI5kTZuzcP78eWbPnk337t158803XcbyxA0F7qgRV4HFYqlU6Tlx4gSdOnWq82JvNpuJi4u77IVQXpYgCE4VY8siXvmuq6V0MnLbRa/XK3eNciVBpVK1SLBrY9DcY/yOJnwGg6HRuiXZ48hkMhEbG9tiiemXQ31Jm0ygZeLo6K9zuSqbWq0m1VBM11WLSIpvzwsjb6BdUBhqUaTMYmbil6v4ZfoDpJYU0HnlswCMbNWRLybNZMmeDaw9fZQwbz+eHDaOQbGtOZOXw+Ldv/DNyd8AmN1nGM8kjSdq6Xy0KjUlj7+J14tz6RgSwY+33IvRZuFYdjp9IuOI8Paj2FTOe7/twlPjwYzuiaw7c4x7f6rISTt577OsObqXmb2HMuenT0kpLmDbHY/QZtmTlFn+FqKrBJGzc5/n57PHefe3XTw7/Dq8NR6M/fQtXh09kRndE5m59mMSY1oxuVNvXtm9nhO5GQyObcujg8YgCuDjoUMtipRbLZzPz2Hlwe08kTSOQJ0XB9Iv0T+6FQ/++mUlN/EYv0D2z1zAdZ+vqBQY/N51tzKjeyJ/njhJWFhYi0TmOLapZS1bTfEnFouF5OTkerf7Govz588za9YsevbsyRtvvOEmR66JBl8oVM8++2xjPqhRb/pfgt1ur6QVys/PJygoqBqRkQ9glUpFXFxcvS5e+fn5+Pv7K3fKziBHsj4mNDS0xSfCVCoVXl5eBAQEKAJivV5Pdna2olfx9fV1qXF5+S5Vq9U22kuoKkRRVNpMQUFByhRjXl4ehYWFmM1mBKFCUFvbdpCNFu12O3FxcS5XaZMNRuu6KZC/o7e3N4GBgfj5+WG32ykpKSEnJ4eysjJsNhtqtbra9zMj8eTWHzmYcYnzhbm8+9tOVv+2kyV7NjC5cx/MNhuJMa3Qm41kl5ZwMjeTi0V5/HruBDd36csrV01ifPturDtzjAlfruJcYS5Lx0zBbLdyKCOZY9lpPJ10Lcez0zmVl8W4tt3IKzewM+Usbx3YyomcDIrKSxka1xaj1UJycQEpJQUsP7iVpXs3MX/w1YiCwA0dejKmTWcy9MVE+wWw8cIpBsW2Iau0hB9PH6287ZDw1Hjwj16DOFeQy2ObvuPhgVfx5LBxRPsFsmzfFhYOHcvQ+Hb0eucF9qZdINDTixs69CDCxw9frY63D22nd2Q80UsfY8WhbXw+eSbnC/MY8sGr/JmXRVJCO+756dNKn1tiMqJVaRie0J6fz/6hPN42OIwhse3w/MsLrSUgCIJSQQoKCsLHxwebzUZxcbGyT5jNZrKysggKCnIqOTp37hyzZ8+mV69ebnLk2ljU0De4xq3k/wBqmj4r/6skHRgYWO8KjUyK9Ho9fn5+TiFHriR6VqvVClEqKSkhMzMTrVZLcXExZWVl9XawdiZawl6gProl+Z9MEmQvIVertMn2FTabrVGkrSZXc8eoC3mf0Ol0WOx2MvRFld4vALd2H4C/Vsfc/iMQBYGntv7IinHTGNWqI+vPnyTWL5ARrTqwN+08Yz/9O7D213MnGPfZW+y58zE+OrKXcquFImM5H0/4B8sObOWH07/zzvjpFBnL2HbpDHvTLvDamEkUm4y8vOtXCo1lTOzUi99mPclVH7/Ok1t+5OubZmGX4FB6Mjd37Ut6SSGPDBxNiamcvLKaPc9EQWD9uZM8MXQs7/22i1WHdnB9h+5c+9lyAKL9AjDbrBSUl3JV6058OvFO/rV3E6/v20SUbwBPD7uWMouZOX2H0SUsilj/IBLfe5kSk5EYv0BO5mbW+LkncisiUhwxNK4dOrUadQsK/quiavyJTJSgYljCZrM1SN9YX5w7d45Zs2bRu3dv3njjDZdqXbvRdLgJUguhqri6uLiYjIyMWsXYNUEWY4eFhSnZZ15eXsoFoamtE8d4DlcSPUNlcbGXl1clB2t5EkwWedemUXEG5IDe8PDwFmktQGW/JUcrheLiYrKyspQpsaKiIgICAprF46i54OiO3RxhpTVFXej1ejIyMipakcGBjGvXTdET3dK1HyvHTWXdmeN8dHQf17bvRrx/EA8NGM3A919hevf+/KPnIErNJkREVhzcXu0zz+Rnk1pSwKDYNqQUF+Cn9eTtQ9sJ9PRmVOtOlJrNfH/zHMw2G15qDYczUxi5Zin2vyrKWy7+yfHsdFaMm8qkr95Bp/bAZLMQ4etHpxXPMKFjT14dPYmNF04xqVMfHtnwjRJPAqAWRWZ0S+Senz4lKaEdrQJDMNmsFJaXKa/x8dByPCcfAYF3xk9n2rfvs/ninwD8kZPBpgun2H/XAh4bcg0XCnP5IyedYlM5AH/mZZEY3QpREJR1ljE0rg2n8/82GpzYqRcjEjpgtlpwjdjZin0sPz+f8PBwAgIClPiTzMzMBrVnL4ezZ88ye/Zs+vTpw+uvv+5S50s3mgduguQk1BZYK4uxCwsLSUhIqPckkaMY28/PD39/f2VsXm4/6XQ6hSw19GB11M8kJCS4VCumpkm12hysHTOg5EkwZ5lT1jTGfyVQdUxargBCRWsScIkIGNnl3MvLyynuxY6GpeHh4QB8cfp3pnTuw87ksxzNTmPZNTcz9IPXOJGbAcCz2//DvMSRzB80hv0zF7DuzHFKzSauadsF21/Ha02QJIlBsa15/eop/J6ZwpQufej/7suKGzfAwwOu4olh41i0fV01ovH+77t4fsT1jG3bhRJTRWzIwxu+JtLXn8eHjqXrqkVcKMxj+bip/DJ9Ho9s+JoD6ZfoEhrFy1dN4Ex+NntSz+ProaPUbGJW7yGsO3NcWf7etAtM79afQxmXKLOYFXIkwy5JvLx7PTN7D+HJLT/yycQ7leeOZqeRXFzAU8OuZdH2dcrjfSLjuafvcLL0xfh56OgVGUunkEhEAQRr07MmmwMmk6maULyqia2jL5s8BNHQc6ZMjvr27cvSpUvd5Oi/FG6RtpNgtVoruf5euHCB0NBQCgsLsVgs9RJjy6iPM7acJi1P/cithvpcGM1mM2lpaS4Xg+HYimnIpJpjBpTRaGzWKhv8PcZfVFREbGysS2kOZI+jyMhIfHx8qgkM0jcxAAAgAElEQVRZ5e3g7e3dor+z7I0TEBDQYpo2lUrF3sxLPLrxWz684Q5CvLz56Og+Htv0XbXXnrpvEU9s/oEQbx8sNhvlVjPvjr+VDRdOMumrdyq9tk1gKEfueRKtSk2pxYzBbGLN0X3c3mMAq3/bxaWiPMa27cr49t2x2W30f+9lzuRXj3f4495nEBFpHRiCWhTxWTyPFeOmciI3g6V7NwEV029zE0cwt/8IWgeGkm0oYdWh7by861emd09kVu+h/JaZzNVtu2Cz2+m44hkAdGoNlx54iXVnjtE2KIzhH/2r2ufLovWhHyzhxL3P8OSWtXz/Z0W8SYSPH+um3k+Apxe/nP2D1oEhjEjoAJKE3WJFEEUElYgoVXc3v1KQyVFoaGi9zE/lPEn5X33jT86cOcPs2bPp16+fmxz9/4I7i82VITtJt2rVql5VjYb4G1VNk5ZbDZdrP5WVlZGWlqbccbkKOXLUzzTUXqCqRsWxyiaLnhsbmClPhBmNxsuKi1sactvV0ePIUbckTwfm5uaSnp5eo27JGZBdu0NDQ50y/l0bbDYbidGt0Kk1dF21iI23Psi+tIs1vvZ0XjbXtu/GlycOMa5tV+7uM5Qys5kBMRVVopd3/Up2aQmjWnVk5bXTMFmtlJnN+Os8KTaWc3uPgexJPc+t3RPx0Wjx8dCSrS8ixNuXce26ViNICQHBtAoIwWa3k1NaQqCnF7d07Uv/6AQ+OrpXeZ2ExLL9W1i2fws7/vEoP/z5OxvOn+TZ4dfx4IBRCMAfuen0f3cx2+/4J4Nj27A79TwDYlrh46Hlpi590Igqwrx9ySnVV1qHGzv2ZGfKWQDu/HENa6feS1J8O9aeOUa0bwDeHlpUgojFZiUpvj1qBPLy88nOzlbMYl2DGv2tA2zIFJ0oipXas3XFn6hUKgRB4PTp08yePZvExESWLl3apOP/66+/5pNPPlH+TktL44YbbuDpp59WHlu+fDnffvutIn6fMmUK06dPb/RnutEwuCtIToLNZlOqPmVlZVy8eBE/P796B6g2l/mjY/tJHpGWqwg2m42cnJwWd1S+HIxGI2lpac2WESZDrrLJhEmtViutuPqINx3bkDExMU7NlWsIHMfl61vRknVLBoOBsrKyZvNbqgpZo1VbNI2zIYoidpXIVycOEebty5GsVJ7Y8mO11yU/uJgArSdmuxWtSoNGAisSiAI/n/2DsW27olWr+TMvizN52YT7+NEvOgHRLmEVwGqzUWQq57nt6zhbkMOIhA48MnA0GSWFRPoFcO1ny9mVcg6AMG9ffpp2P+HeflwozKNHRAwqQSTLUIzZZmP1bzurmUyqBJGcR19DJVTsc8Wmct45tIPX9m7E/FeW3S/T5xLtG4hKFIn3D0KnUmMymUAlcjI/mwlfriKtpBBRELit+wAWXzWBvqtfIv0vEXusXyAbZjxAiJcvKlGg2FhOkamc9sHhqIC8nFzy8vKIi4tzqaqp0WgkJSWlWXWAjsfH66+/zrFjx+jVqxcHDx6kX79+vPnmm81ql3H27Fnuu+8+vvjii0oGm/fcc48yIedGk+H2QXIVyARJ7nXrdDoCAgLqdQftTGdsuYpQUFCA1WrF29sbf39/p1cR6guDwUBGRobTRc9ylU0mS3a7vc72k6yfcbU2pDwubzQaG+1xVLXVUHUSrLHfVc7WcoVpSJVaTb6xDE+NhgHvv1KponNPn2G8MnoSFpsVrVpDclEeCf4hpF26RKs2bTBYTGy7dIbU4kJGtuqA2WZlzk+fse2ORxCsNgRBoMhqpuPypxWhM0C/qAS23fEIOy+dITG2NRcL8yg0ltErIpZ3Du/kyS0/cunBlwjUefHPDd/w9uEdDIptw+eTZjLo/VcU4gKwYMg1zOs/Al8PHat/28UjDmaNUEGgsv+5BC+NB6IggM1eqfUlqUREUSStpJBgLx9EQWDqN+/xq0OGXbewaPbPfByQsNntqEQRJCguKCAjo0KzJbevXOFcAX9XJ52ZwZibm8vnn3/Oxo0bycjIwMPDg4EDBzJ8+HBGjBih6N2agunTpzNjxgzGjh1b6fEhQ4bQtWtX0tPT6devH4899phLkdP/Z3C32FwF8kRYUVERrVq1oqCgoF5xI852xlar1UqyfGxsLEajUbmQeXp6KhfGK9E6kifVWuKC6ijolcfmZY8luf0ki7xlcuTMMf7GQDYYlSSpSR5HVVsNcntWXnZjdEsFBQXk5+c3KLfPqZAkjuWk8dnxg+y96zG+O/U75wtzGZnQgS5hUYBEyJJH8NZoua//cB4ecBWRcbEYjGW8sncT2aUlhHj58OD6r9hy8U/evGYKVpsNtSRhFeGNfZsqkSOAgxmXOJyRTPuQCB7b9B0ncjLw0nhwMCOZImPFxNm5ghy8NB68fXgHAHtSz/P6vk0cvecpvj55mEtF+Yxv351OIRH4arQY7VZu7ZHIVycOKdlzAgIvXzUBtSgiWayV2l6yo7iIQJnFTIxfIE9vXcvMXkP4fPJMXtuzkaPZaQyMacW8/iMBiV0p57DY7QxPaI9dqrhJU6lUBAQEUFZWRl5eHjqdrlKg7JWATI6cXZ3Mz8/nu+++Y9CgQXz33XccPHiQbdu2sXz5cpYuXcrevXubRBj37NmD0WisRo5KS0vp1KkTjz76KPHx8SxYsICVK1fy0EMPNfUruVFPuCtITkJOTo5ygVCr1WRmZqJWq+vMAaqPGLspkHU9Hh4eREZGVvoM2U9GFnk3V5BsfSBP9pWUlLhEDIZj3EdZWRmSJOHv709oaKjLaI5awuNIkiSl4mgwGDCZTJfVLcm/pV6vJzY29or/ljIEQcCuEon813y8PTyY1q0/Yd5+HMlKZXq3/rQLClMEzgArr53GjG6JaCSwiwIrDm7jw6N70arU3NdvBFM69yY/K5uA0BDyTeU8vW0tnx0/UO1zP5lwJ6Nbd2b5wa08v+Onas+fm/sCa47t4zmHaTGo0CitunY6SXHtsEt2VIAVgWUHtrA79Rwf3fgPDmUkc7Eoj1GtOuLroSPMy6eipebwnSWVyNZLp+kWFk2Pd17gvfEzuKpNZwwWE0cyU4nzDyTKNxAvjYacUj1DP1hCakkhAEGe3my9/WFa+wdjM5mVfb9qq1oWN7ekxYasnXQ2OTp16hRz5sxh0KBBvPbaa5UqtHa7Hb1e3+RK97x58xgzZgzjx4+v83UnT55k4cKF/PDDD036vP9hNHjHdA0RxX8hgoODSUhIUA6ougJr5aqR1Wp1mjO20Wjk4sWL+Pj41Ch6lv1koqOjad++PSEhIcrk0fnz58nJyaG8vLzWsefGQq6ClJWVuYz3kjw27+fnhyAIhISEIEkSFy5c4OLFi0pwZnNvi/pCDgT19vZ2qgGkHCYbEhJCQkICbdq0wcvLi5KSEs6dO0dycjIFBQVYLBUJ87KAvbS0lPj4eJf4LWWUlJRQWlrKz9PnolVpWLp3E89v/4kOweEkxbdn/sZvK73+8+MHMVotFZVcm505fYax987H2Hr7I0zt3AcsVgJCQyi32/ju1O9M7FhdI6IWRca06awYUgboKldFO4dGEucfRNfQqGrvvVSUT36ZAY1YEQRrt9mxSjaSi/P5+ewfxL2+gH//vps/cjK444cPWXv6aLX9wIrEm/u30C08hqe2rWVW76GMat0JURA4lZtJkKc3od6+PLX1R8qtFu79+TOFHAEUlJdy2/cfgChW+i3lgZDIyEjatWunnE+ysrI4e/Ys6enplJSUOG26TSZHUVFRTiVHJ0+e5J577mHw4MHVyBFUbIemkiOz2czBgwcZOXJktecyMjL45ptvlL8lSXKZmKD/Fbi3tpNQleiIoljjCcOZeiMZ8uh3ffv0giAoVQLHINmMjAxFqyMHyTZlfR0rWnFxcS4pek5ISFAqaI7mlCkpKfUKUG1ulJeXk5aW1ui09KZArVZX8luSNUuyg7Xdblcic1xFowJ/+1XFxsbSMyyGU/c9S6GxjACdF2ablfmbvmPtmWOV3uOp0aAWVQoJFqW/7yYFAUStB2tPH6HcYualXb9w6YGXuLPnID44shcJCS+NB8vHTsVDpcZuteKt9uD4nKd5eutaTuVlMSy+HQuHjCUnO5vx7bvRPTymUnBtl9AoJnbqhdn8dwabp0rDjR17svrwTsqtFr4+ebhifRD46qZZ1c4varWa937fxey+w7hYmMeqcdO4WJTPVR+/TpahBICeEbGsm3ofPh46tl48XW3bHc1Oq/O2WxAExZg0NDRUqb46ai8b681WE2TRv7MHS06ePMmcOXMYOnQoS5Yscdr+fPr0aRISEmqUFOh0OpYsWUJiYiIxMTF8+umnjB492inr4UbNcBOkFoIoisqdtgxnkyNJkigoKKCgoKDS6HdD4HgCdNTq5OTkYLFYKrVcGkJw5CDc5p5Uayocg12rjvE7mlOGh4crY8GyOaWjVsdZ+XgZGRlOFaTWF466JavVSnJyMoIgYLPZuHDhwhXzW6oKWQsVHx9fQXTtdiS7nWAPTySbHbUociQrtdr75vUfiaeowl7DTY0ZiQUbvyGnVM+cvkkUGcsY++kyvr95Di+OupFzBbn0CI/BLtnJS89QiHSIry9Lx0zGLoEoSeSkpqHT6RDtEnvunM/qwzs5kHGJvpHx3NN3GKIkVdYTSRLD4toxp+8w3j60EwkJD5WaV6+aiK+Hrtr5RRQEgjy9QYJHBlyFTZKY8s1qhRwBHMlKZeGWH/jXmJtoExTKHzkZlZYR6uWLWhSxWetXDapqWiq37fPy8lCpVMp+0ZgbCpkcOduY9cSJE8yZM4ekpCReffVVp5J9WWDuiLvvvpt58+bRrVs3nnvuOebMmYPFYqF379784x//cNq6uFEdbg2SkyDrN2QUFhZSWlpKTEyM8rwzxdjydFN5eTmxsbFO0c7IhowGg4Hy8vJ6GzLKJ7qwsLB6Gbq1FJoyxu+o1TEajXh7eyvbojlOsLLHkStMhDlCFrDLXktANd1Sc2+L+kCuAsq6ttr2f1EUMWLngV+/ZN2Z40T4+PHE0HFc174bKlvNpzmtToffyw9gs9tJeWgxE798m92p5wGY3Kk3wxPac3uPgajsfwveDQaD4q2j1WopKCio5AsliiJ2AcptVjxVakSJGlvyHh4elFktlFnNnMnPpkd4bAVRqqF7bxHglT0beHrYtQAYzCZCX3uk2uvCvf04O/d5tl46zYQvV1Vy/V517TSmd+2Pyt60U75jJdpgMDQ48kO+OXD2/i+To+HDh/PKK6+4VCXUjSbDPebvKqhKkIqLiykuLiYuLs7pYmw570oURaKiolrkIHc0ZCwtLVVK61V9deQL/ZWO56iK5hzjt1qtlUTetW2L+sCVXbvlKmBd7thWq1W5KDpui+ZqudQEeYK0rKxMGZKoC6IoYpRs6DQeWG02REmCOgiBVqfDd/E8yq0WxrTpzCcT7mTNsX3sSD5Lp5AIHh00Bp2oQqiyDIvFQmFhIfn5+UpltrHbQqPRIIpiNcd+R8jC9OM56fQMjwFBIOTVRyi1mCq9rk9kPJtue5BzBbkIwMpD2zHbrMzqPZSeEbGobM0fI1L15qquyI+WJkcjRozg5ZdfdpOj/z64CZKroCpB0uv15OfnExsb61S9kdlsJjU1FR8fH8LCwq5Ie6O22BOLxUJpaalLGs05a4y/KREwLVEFbCzkEeuGVAFr2xZN9VtyhCRJZGRkYLVaGxRP0xBYBHhs8/e889dofrx/MLP6DGV06060DwpDK9Q8kOFomunt7V1tWzTEtLS+EEURk2RHq9Fgslp5bc8GXtj5s/K8gMB/pt2Hv9aTER/9i623PUy38BgkyY6XSqPcyDkT8gStow+XTJasVitZWVmNlgjUF3/88Qdz5sxh5MiRbnL03ws3QXIVVCVIBoNBEYqKougU4iKfgFs60qEuSJJEaWmpotNxJAgtJWyuC/I2c7YxJfxtTim7mgPKRbGq4F2e7rPb7U670DcW8h19U0asHbeFwWDAbrdX2haNqaza7XbS0tIQBIHo6Ginif7lyszDG77m46P7ALi1xwCWjrkJ0WavcbpRHpSoqXJa1bTUZrM5Rc+m0miwSnbWnT3OR0f24u3hwSMDRxPh7Ufnlc8S5OnNmbnPg8X5pKg2OG6L4uJixcw2ICCgXq24xuD48ePMmTOH0aNH89JLL7nUseZGs8JNkFwJsieJTJaSk5ObdQrMEa7aurJaraSlpaHRaIiIiKgUJCsLm5tyUWwKruQ2kyNg5Iuio+Bdp9ORkZGBRqMhKirqipNIR8gTYc3d7nDcFo3RLdlstkoeX87eZoIgYMKOr9YTCSg1GfFAqJEcyUas9a2CVNWzeXl5KeSxqWPeKpUKqwDlVgsgsTf1Ak9tXUvvyDgWj5qAn0aL5ALhs/I2i4iIUFrWl2vFNQbHjh3j3nvvZfTo0SxevNhlJmndcArcBMmVIHvlyGJsqJw0L18UZcfmxhyckiSRk5OjGPO5UutK1qj4+fkRGhpa7aIlXwgae1FsLBqTXeZsyPtFSUmJ4nQeHBzcLBfF5kJ+fj4FBQVOb5HWpuGq7aJYVSjuSoSysLCQvLw8YmNjG+UoLmv75H8eHh6VDFwb+11tNhuFhYV4BQZUtG4lqdbWYEtDJuFVXdjrasU1php99OhR7rvvPsaMGcNLL73kJkf//XATJFeCyWRSRm9rOvjMZrNyIWjM5JNjGyY6OtplLqTQ8Ek1Wcyr1+uVO0W5utSc38txjL+x2WXOgqMWSqPRKIJ32dX8SsU6OLpj1zUR5gzUpFty1OpYLBZSUlLqFIpfKeTn51NYWNhs7vCOPlwGgwGovUVbF6xWKykpKS5JKIuLi8nJybksoXRsxVWdiquP5YhMjq6++mpefPFFNzn634CbILkKduzYweLFixk4cCCjRo2iR48edR6EDSUI8l2zTqdrkZZCQ9DU1lVtsSdNJQjyGL+zNSqNgUwoq3oc2e32ShdF2cW4ucW8tUEmlGazmZiYmCtKKGvS6tjtdvz9/QkPD3eZ37O+FgNN/QzHtqRsIVBXDAygEEo/Pz+X8h+DivNGbm5uoyqU8s1m1VZcTZOjR44c4f777+eaa67hhRdecJn9xg2nw02QXAVlZWVKAvSRI0cICgoiKSmJUaNG0a9fvzpPmpcbmZfdlIOCgggKCnKZk5wzWleyyFsmCI65Tw0hCM05xt/cqK+ux9FLRq/XN4uwuS44huE21BfK2SgrK1Paalar9Yr5LVWF3PKWpzVbilDKDtZ12SlYLBaSk5MJCAggJCSkRdarvpBbkc3Rvq3aijMajXz//ff06tWLkJAQ5s+fz9ixY3n++eebZZ++9dZbKSgoUH7r5557jh49eijP79mzh8WLF2MymRg7dqw7bPbKwU2QXBG5ubls2rSJDRs2cODAAXQ6HUOHDmXUqFEMHDiwzoti1RaD7H0SGhrqUuTIbreTmZmJxWJxWqWhJoJQH8G73LpyRUIpO5035sLQVGFzXWhp0XNDIE/ROcZNNFS35Aw4VttiY2OvGEmrqS3p6emJXq8nODiY4ODgK7JetcHR7by5fyu5Pbx48WL27duHyWQiJCSEO++8k1GjRhEfH9/k5Q8bNoytW7fWeM4zGo1cc801fPzxx0RGRjJ79mxuu+02kpKSmvS5bjQKboLk6iguLmbr1q1s2rSJnTt3IkkSgwYNYsSIEQwbNqzWUXO5OlNQUIC3tzfl5eUt3m6pDfKkmlqtrjEI1xlwTJqvS/DekmP8DYGjmWFzeBxVNWSsq8VwOchtmCvppVUb5Ommuqptl9MtOeP7SJJUyZbBVaptkiRRUlJCZmYmKlVFtlxTB0OaE443CM4ksr/99hv3338/iYmJxMbGsnXrVtLS0mjdujULFixoNGE5f/48d9xxB61ataKoqIgpU6YwY8YM5fkDBw6wYsUKPvroIwB++OEH9u/fz+LFi5vle7nRIDT4wHcdher/CPz9/bnxxhu58cYbKSsrY9euXWzcuJElS5awaNEi+vXrx4gRIxgxYgShoaFAhdjz0KFDtG/fntatW6PRaJwaItsQXG5SzVmQk+bltHl5CqygoICMjAy8vLxQqVTKdJ8rxXPY7XYyMjKw2WzEx8c3S6WhriBZjUZT78knk8lESkoKQUFBLldpcGzD1CXgdbxxcNQtycdJc7clHf2XXIkcQcXvmZ2dTUREBAEBAYpWx/E4kXVLLW1EKovYq2YeNjdkcnT99dfz7LPPIooiTzzxBOfOnWPbtm1NCr0tKSlh4MCBPPXUU1gsFm677TZatWrF4MGDAcjJyVHO4wBhYWFkZ2c3+Tu50TJwV5BcBBaLhX379rFx40Y2b95Mfn4+3bt3p1evXvz888/ExMTw7rvv1nrylUNkm8s+oD4oKysjLS3N5TLVrFYrmZmZlJaWAlQSvF9pN2q5daXRaIiMjHT6xbSmyafajDrl39MVq21y3EpTKw01tSVlgtCYtrAc6yNXT12p2ia7ndcWbuwsC4H6IC8vj6KiIqeTo8OHDzN37lyuv/56Fi1a5PTf58MPPyQjI4OFCxcCsHbtWnbu3MmSJUsA2L17N//+9795//33nboebtQIdwXp/ys0Gg1Dhw5l6NChPPvss/z+++98+OGHrFmzhrCwMPR6PatXr2bUqFG0bdu22oFeVzXFGeJVWVjsasaUskjWarXStm1bRFGslCjekGpKc+NKtK4EQcDb2xtvb29l8kmv1yvO5jKRttvtZGdnV9L1uAIcRc/NcTGVj5Pg4OBKuqXs7Gx0Op2yPepDwqxWqzJJ6mrCf5ns1uV2rlKp8Pf3x9/fXyHSBoOBtLQ0gEphss353eRBDmeTo0OHDjFv3jxuuOEGnn32Waf8PocOHcJisTBw4ECgYn91JNoRERHk5uYqf+fm5iqhzm64PtwEyQUhiiKnTp1i8+bN3HXXXYwbN46NGzeyceNG3nnnHWJjYxk5ciQjRoygW7du1aoQGo1GESTLFwFZu9FUfyHHSbX4+HiXMFmU4TjGHx8fr2wXx3aLXE1JTU1FEIQWiz1xFIpfqdaVIAjodDp0Oh2hoaFKuyUnJwez2YynpydWq1WJhLnScBQ9N1cr0hFqtZqAgAACAgIU3ZLBYODSpUuX1S3JU5E+Pj4t2lquD2TdXUPIriORDgsLU/R9eXl5pKenN8tNVkvYH8iQydGECRN4+umnnfb76PV6li1bxhdffIHFYuH7779n0aJFyvM9evTg4sWLJCcnExMTw7p165g0aZJT1sWN5oe7xeaC2LFjB/feey+LFi2qdjBdunSJDRs2sHHjRo4dO0ZoaCjDhw9n5MiR9OnT57L2AaWlpZSUlCgGhH5+fvVuPcmTavKUjitcRGU0dIzfsZri7NgTVxaKFxQUUFhYSFRUlFJ5lK0lGlJNaW5cSYuBqn5Lsm5JrqbIRouuOC4va62as7Jb04RgQ/cNeZrMYDA43f7g4MGDzJs3j4kTJzqVHMl44403WL9+PXa7nWnTpnH77bdzww03sHr1asLDw9m7d68y5p+UlMTjjz/uUoT6fwjuKbb/BhiNRnJzc4mNja3zdVlZWWzatImNGzdy8OBBfHx8GDZsGCNHjiQxMbHO3KeaJn1ksuTh4VHtAL4Sk2r1RXOM8VeNPXHUcDWlcuHqrcjS0tJqU3SO1RS9Xt8iU2COcDVdj+O+YTQagYqqZHh4uEvdJDQ0860xqLpvqFQqpbJUWxX2SpCjSZMm8dRTT13xfccNl4KbIP2vorCwkC1btrBx40b27NmDKIoMGjSIUaNGMWTIkDpT1x1bT3q9vpp9gGM7wdXGvuU75tqEqI1Bc8WeyNlljc3hchYkSSIjIwOLxXJZvx65miITaWdPS7qyrsdoNJKcnKxotlyh0iZDJuLOJEdV4ThJW1vcR0saZx44cIB58+Zx00038eSTT7rUvuOGS8BNkNyoIA07d+5kw4YN7NixA5PJRP/+/RkxYgTDhw+vUwNT1YxRjnMICAggPDzcpU46cqRJcyfLO6IxsSfyRUG+Y77Sk3OOcBxJb2jcSlXvKTneojkqbeDaMRiy6NmRiNdWTWlpXzI5ouNKE/Ga4j7ksG5naMgcsX//fh544AGmTJnCE0884VL7jhsuAzdBcqMyzGYze/fuZf369WzZsoXi4mJ69uzJiBEjGDlyJFFRUbW+t7i4mKysLHx9fZXgXVcwmXNGpEl94JiLVlvrSfY4slqtV9RNuSbI1RmtVtss7thyvEXVSltjPHVk/6Xg4GCCgoKatF7NjZqcu6uiphsLeVs481iRXaibI6KjOWG1WklPT8dkMiFJEh4eHsqx0tzTo/v27ePBBx/k5ptvZuHChW5y5EZtcBMkN2qHzWbj8OHDbNiwgU2bNpGZmUmnTp2Uibg2bdoAFa2EX3/9lc6dO1cy5ZNFvLIW40pkX8mTTSaT6YoKxR1bT3q9XnEoLi8vR6PRuFwYrlyd8fX1dcrUVdVKm+ypI18Q64Ls1+NqflpQP+fumiBX2uQssKb6LdUE2WjR2S7UDYUkSWRlZSnHqCiKioWAfKzI542mDkTI5OiWW25xi5/duBzcBMmN+kGSJE6cOMH69evZtGkTFy5cICEhgUGDBnH48GHy8vL48ccfaxUWV51saap9QH3gOMbvSgREDtTNyMhQHnOFSpsMWcTeUtUZeXvI+4esaatJyCtP+NXl13Ol0Fy6HvlYMRgMyvTo5dq0daElx+UbCvkGRta3Vd33Hdu0BoOhUoagt7d3g84de/fu5aGHHmLq1KksWLDATY7cuBzcBMmNxuH8+fN8+eWXfP755+h0Ory9vUlKSmLUqFH06tWrzgpRY3Q6DYUsFPfy8nI5LZRjPIfsPeVYafPy8lK2R0u33K60O3ZNQl6ZLMnmlK424QfOa101ZgrMES05EdZQyOJ/ub1cnxuD2sijbORaG7kmssgAACAASURBVPbs2cPDDz/MtGnTeOyxx1zqfOCGy8JNkNxoHA4ePMj9999Pjx49mD9/Prt372bjxo0cPnwYPz8/hSwlJibWSXpqsg9wbLU05kTWHGP8zsLlCEhtKfMtEXui1+vJzMx0KXdsuXpQVFSE2WzGy8uLgICAFm3TXg5yDIazW1d1kceaKo9ywHF5ebnL+ZDJ5MhmszXat8pR42cwGBBFUanEOpLHPXv28NBDDzFjxgzmz5/f5PPB8uXL+eWXXwBISkpi/vz51Z7/9ttvFXH+lClTmD59epM+040rAjdBcqPhKCwsZOjQoUyZMoWFCxdWOvHm5+ezefNmNm7cyN69e/Hw8GDw4MGMGjWKwYMH13nnfzn7gPqc2Jwxxt9ckPUp9a2AVCWPcuxJbd5TTUFhYaEy2dRSY9/1haydiYqKUghTS5PHmiBXZ/R6/RVpXVXVLcmVR5k8Oup6XIVMQsV2S09Px263N5upp0we5ZuLRx55BG9vbzp27MjatWu57bbbePTRR5t8zOzZs4dly5axZs0aBEFg5syZzJgxg9GjRyuvueeee5g9eza9evVq6tdy48rCTZDcaDgkSeLMmTO0b9++zhOOXq9n+/btbNiwgZ07d2K1WhkwYAAjRowgKSmJwMDAOj/DccqnPn46LTHG31jILZjGjlbXRB5rultuzHLlYNeWnPCrD+oiIM6oPDZ03bKysjAajS5RnanaehIEAVEUiY6OdinCK0mSkt3mTF3gsWPH+OSTT9i3bx96vZ6E/2vvvuOaOvv/8b9C2EOWLGV401q5K1Zx4GaEWysKWlvrByetFfdsHQiOglqqFcXd6sfW6u34uKtWJQFxVPyqeGtra1u13koYEpAVkEjG+f3h75ySsCEJAd/Px6N/hJxwrqTIeXOd63q9O3WCQCBASEgIevTo0eT/Xw8fPkR5eTl69OgBAIiPj4eXlxciIyO5YwYNGgRfX19kZ2ejT58+WLp0qUH9uyINRgUS0Q+ZTIZr165BKBTi0qVLkEql6NmzJ4KDgxEcHAxXV9c6X1+1zYdmfACPx2uRbfwNUTXjyMPDQyu3YGq71VL182jo98nLy8OLFy+qpWO3tMYUIJo7BIG/F73rIpyy6sJid3d3g5udycrKglwuh7m5OcrLy+tc9K5PbDsYAHB3d9fpOH766Sd8+umniIyMxPvvv4+LFy/i4sWLuHv3Lvz9/fH99983+xxPnjzBuHHjcOjQIXTq1AnAq00ECxYsQHR0NLy8vBAdHY2OHTti4cKFzT4f0TsqkIj+KRQK3Lp1i4sPkEgk6Nq1KwQCAQQCAffLpjaa8QFGRkbg8XgGWRyxCdTu7u46m2VoStsTtk+eQqEwuIs8mw3Frk9pzNiq9swrKyvjiumqac3NHVtL9XyrT9UChJ2dqS29Wt87JtnAUXZWS5fF0dWrV/HZZ5/h448/xqeffqp2rsLCQkilUnh5eTXrHA8fPsT06dMxd+5cjB49utbj7t+/j5iYGJw6dapZ5yMtggok0rJUKhXu3bvHNdR9+vQp3njjDS6Y0sfHp9ZfpkqlEmKxGCqVCsbGxs1q86FtbH8w9oKgrwtRQ9qesPEHRkZGBtcnr+qFVBtjY4tpNq256jqdxv586PMi31gNHVtd65Z09e+FHRufz9d5r7wrV65g0aJFmDJlChYuXKiTc92+fRvz5s1DTEwMRowYofZcTk4O0tPTMWbMGADAb7/9hlWrVuHYsWNaHwfROSqQWoOkpCTw+XzMnTsXwKvFvosWLeJ2aiUlJcHJyUntNQzDYP369UhLS4ORkRFWr16NXr16tcTwG4xhGDx69AjJyckQiUT4448/0KFDB65Y6t69Ozeb8OjRIxQWFsLT05Pbxq+P+ICGYCMGLCwsWrQ/WE2fh5WVFUpLS2FpaWlwvcu0ndytSalUcot4G5svxBbjpqamOhlbczR1bAqFgvv5aMyW+cZQqVQQi8V6aSR8+fJlLF68GJ988gkWLFigk3Pl5uZi9OjR2LRpE/r371/t+cLCQoSGhuLYsWNwd3dHbGwsvLy8MH36dK2PhegcFUiGTCqVIiEhAT/++COmTp3KFUjx8fFwdXXFtGnTcOrUKVy6dAlJSUlqr71w4QJOnDiBr7/+Gk+fPsX06dNx7ty5Fl9M2hhisRgikQgikQh37tyBg4MDAgMD4ezsjG+//RbTpk3DlClTavxFWFObD30s4n358iXEYjHs7Ozg6OhoMBdSlUqFkpISSCQSrpUDezHUZx+w2ug6uVuT5s9HXX3RFAoFMjMzDTJTS6lUIjMzs9nNemvaMt/cdUvsLKqJiYnOi8rLly9j0aJFmDp1qs6KIwBYs2YNjh8/Dk9PT+5rERERuHjxIubNm4du3bohOTkZW7duhVwuR8+ePREXF2dQyeWkwahAMmSnTp2CRCLBixcv1GaQBAIBDhw4ADc3NygUCvj7++PGjRtqi2yXLVuGvn374r333gMAREZGYs6cOejTp0+LvJfmys/PR0pKCr7//nv897//RadOneDj44OQkBAMGDCgzl1rNS3iZS+G2ly0ymYcGWILjKrp2Pb29npd1Fwftqi0t7evszGyrtS0Y5L9PExNTSEWiw2yIS5buFlZWcHZ2VlrY9PGuiV2VsvMzEznM5WXLl3C4sWLERUVhQULFujsPOS10+gf2tYz/dAGsMXN1q1b1b4ukUi4W2psA9TCwkK4uLioHePs7Mw9dnJywrNnz/Qwat1wdHREZmYmxGIxVq5cCSsrK6SkpGDFihVgGAb9+/eHQCBAQEBAtQBGHo8HS0tLWFpawtnZmfvln5ubq3YxbMwOME1sxpEhhSyy2PYcVbOhqn4eL1++RFlZGSQSid4bDLOFW/v27euMfdAlHo8HCwsLWFhYqH0e+fn5kMlkMDMzg6mpKVQqlcEsZtfljJvm51FZWYmysjIUFhYiJyen3nVL2prVaoi0tDQsWbIE06ZNw/z583V2HkIaggokHTh//jwSEhLUvubt7Y29e/c26PUMw1S7kKlUKrVfTDUd05ps374dR44cwf/+7/9y9/7fe+89vHjxgosP+OqrrxAXF4fevXtDIBAgKChIrUgEar4YSqVS5OfnIycnp0nFQdWMI0PKnAHqD6fk8XgwNzeHubk52rdvzy1qZi+GumwwzM64GVqop5mZGRiGQWFhIZycnMDn87nP0cLCgvsZaalYBLlcjqdPn8LOzg7t27fX+flMTU25VPqq67jy8vJgZmbGfR5mZmZccWRhYaHz25FscTR9+nTMmzdPZ+chpKGoQNKB0NBQhIaGNvh4Z2dnFBQUwNXVlVtoqXlLx9XVFRKJhHtcUFBQrVhoTYYPH45Ro0ap3fsHXs2EDBkyBEOGDIFcLseNGzcgFAqxe/dufPnll+jWrRsXH+Dh4VHt+5qZmcHMzKxJxUHVIEMvLy+DW2dQVFSEgoICeHp6Njic0sTERK1HXFlZGVccaDO5mp3BM8S+ahUVFRCLxWrtYOzt7aFSqbjioKCggEs2Zxc16+P2W2VlJTIzM1vsdiSfz4etrS1sbW3V1i1lZmaCx+NBpVJxM5O6/DwuXryIJUuWYObMmdzSA0JaGq1BagHsLTb2F0FcXBxcXFwwY8YMnD59GmfPnsWuXbvUXnP+/HkcP34c33zzDbKysjB58mQkJyc3KcW5NVKpVLh79y4XH5CVlYW33nqL2xHXuXPnOn+Ba/ZEY7fLW1tbw8TEhAsLZFs5GNLid7Z7e0lJidb6g7HFAftfc9qeaKvrvS6wtyPd3NxgY2NT63GayeY8Hk8n69qqYpsct+TtyNqws1rGxsZQqVQ6zVtKTU3F0qVLMWvWLMyZM0dr35cQDbRIuzXQLJCKi4sRHR0NsVgMGxsbbNiwAe7u7khNTcXFixexdu1abpv/lStXALxatD1o0KAWew8tiWEY/Pnnn0hOTkZKSgoePHgADw8Prljq1q1bnb/Aq84clJWVcetRjI2NG9yFXF/YBOqKigqddW9vTs88XXW91wa2j19jZ7WqhlNKpVKdFAfsWi0nJyeD2wDALha3trbm1kOx65bYMFdt5S2lpKQgOjoas2fPxuzZs7X4Lgiphgok8vp58uQJl+L9888/w8nJCUFBQRAIBOjVq1edt4/YWxxs7pK+e4DVpTkJ1E2lueNJqVTWuOidndUqLS1tkcau9WFvI2pjVkvbxQF7y8/Q1moBfy8Wr2uXX035U1V3CTb03wxbHM2ZMwezZs3S9lshRBMVSKS658+fY8qUKdxjqVSKoqIi3LlzR+247OxshIWFceuC2rdvjz179uh1rM317NkzpKSkQCQS4datW7CyskJAQABCQkLQt29ftYtlTk4OysrKYG9vzy2O1Ud8QEOwmTNsWnFLzWrV1PbE2toaL1680OmsVnMUFxcjPz+/yY2E66LZRNbc3FytOKgPu5C9vlt+LYEtjmxtbRu8WJxdt8QWTA1tuiwSibBs2TLMnTsXM2fO1ObbIKQ2VCCRuqlUKkRGRmLs2LEIDw9Xey45ORnXrl1DfHx8C41Ou4qKipCWlgahUIj09HQYGRlhwIABEAgEKCsrw/r167FlyxYMGDCg2ms1b7PUNpOiC4YaZMguei8oKIBSqeQWvbd0G5iqCgsLuUR2XS+yV6lUasnm7OxjbWGd7HooQ4yOYNccNWexODv7yBZL7K1JNpySnWUUCoWIiYnB/PnztZZIfebMGezcuRMKhQKRkZGYMGGC2vO///47YmNjUV5ejt69eyMuLs5gfmaJ3lCBROp29OhRiESiaovAAWDDhg3IyMhARUUFbG1tERsbiy5durTAKLWvvLwcV69exYULF5Camgq5XI4ePXpg+PDhCA4OrveiwM6klJaWorKykiuWtNEwVfM8mZmZBpfcDfzdg4vH48HV1ZVbt9TYNh+60NK3/DTDSxmG4T4PS0tLlJeXN2k9lD7oaicde2uytLQUUVFRsLS0RJcuXZCamooFCxZorTjKy8vDuHHjcOLECZiamiIiIgIbN27Em2++yR0TFhaGNWvWoEePHoiJiYGvry/Gjx+vlfOTVqPRv0z5n3/+eVNO1KQXkZalVCoxf/58rF27tsYp9Nu3b8PPzw9r1qyBo6Mjli5dioiICIMJ02sOU1NTeHt74z//+Q/u3buHjz/+GBYWFjh69Ch2796NmzdvQiqVwtHRscZ1IXw+H5aWlrC3t+e2RLOtPmQyGRiGgYmJSbOKJXZtSvv27Q2uOGKTlE1MTNCxY0fw+XyYm5ujXbt2cHBwgImJCSoqKiCRSFBSUgKFQgE+nw8+n6/z98EwDCQSCcrKyuDl5dUi66F4PB5MTExgbW0Ne3t7WFtbQ6FQoKioCHl5eSgtLYWDgwNsbGwMahMAWxw5ODhoPWaAz+fDwsICdnZ2GDhwIHJycnDjxg1UVFTg0aNHePLkCXg8Htzc3Jo1myMSiWBkZIQRI0bAxMQEhYWFePToEfz9/QG8Wjpw7NgxLFmyBABga2uLAwcOYPTo0Vp5n6TViGvsC2iOsY2pK6Ty6tWr6NSpU62zQlXzRwIDA5GYmIjHjx/Dx8dHp2PWl88//xznzp3Dnj170LdvXwCvLvy3b9+GUCjEwYMHkZiYiH/+85/cjrg33nij2vepK1tIMz6goWpKxzYUbLPe2lpgsOtOrK2t4erqys2kZGVlAdBt2xN2l9/Lly/h5eVlEMU8j8fj8rhMTEzw7Nkz2NnZcYVBU39GtK2yshJPnz7VS8zAw4cPceHCBSxcuBAjR45EWloaUlNTMWfOHPj6+uLw4cNN/t5VOxEAr3Llfvnll1qfd3JyQl5eXpPPR14fVCC1MXWFVKakpGD48OG1vnb//v0ICwvjflkyDNOm7tN369YNEydOxFtvvcV9jc/nw9/fH/7+/oiNjcVvv/0GoVCICxcuYMeOHfDy8oJAIEBISAjefvvtahd4Y2Nj2NnZwc7OTi0+QCKRNPi2E1tcubu719mDriU09pafZhsYdh2XLtqeMAyDnJwcKBQKeHp6GtTMDPD3YnEvLy9usbhSqeTWLbE/I1WTq/VFnxlM58+fx4oVK/DZZ5/hk08+AfCqIWxERAT376U5auoyUPVxfc8TUpu2c/Uj9bp79y6ioqJqff7WrVuQyWSIiorCzZs3oVKp4O3trccR6taHH35Y5/M8Hg++vr7w9fXFp59+ir/++osLpvzuu+/g4uKC4OBghISEwM/Pr9pshZGREdq1a4d27dqBYRjuQvjkyZNa4wOq5ggZWuhnc/uqVW174uTkpNW2JyqVCtnZ2QBgcNlVQO35UHw+v9rPSFlZGTIzM7n8KXZRs64u4mxxpI8MpnPnzmHlypVYtGiR2k5aFjvz2Byurq7IyMjgHufn56t1GXB1dUV+fj73uLV3ISD6Q4u0XyPdu3fHzZs31X5hHzp0CBKJBPPnz0deXh6io6ORn58PMzMzrF27ts3cXmuunJwciEQiiEQi3L59G+3atUNgYCAEAgH69etX5wyR5gJe4FV8gEKh4LbKG1pbE3Y7etX2HNpUU7J5Q3uisREIxsbG6NChg8HNBjx//hxFRUWN+v+qmT+lUCjUFnlrqwBki15nZ2ed/H+t6uzZs1i1ahUWL15cY3GkLewi7WPHjsHCwgIRERFYvXo13nnnHe6YsLAwxMXFoVevXlixYgW8vLwwdepUnY2JGCTaxUaIrj1//hypqakQiUS4fv06TE1NMXDgQAgEAgwcOLDOv4jZC2Fubi4qKyvVUqt1HR/QUGwCtb62o9fV9kTztpNCoYBYLNZLZ/mmqNoSpjnrizTzp7TRZFgmkyEzM1NnRW9VbHG0ZMkSfPzxxzo9F/Bqm/8333wDuVyOMWPGICoqClFRUZg3bx66deuGP/74A8uXL0dZWRm6du2KhIQEg/ujhOgcFUiE6JNUKsXly5chEolw5coVKBQK9O3bFwKBAAEBAXBwcFA7nr01xDAMOnbsCKVSWS2IURfxAQ3F9lVrqfVQdbU94fP5yMrKUmuBYSiqNjrWdsyA5mxbU5oM6zO9my2Oli5dio8++kin5yKkEahAIobj5MmTSExM5LYPBwUFYeHChWrHlJaWYtGiRRCLxXBwcEBSUpLajpPWRCaT4dq1axCJREhLS4NUKoWfnx8EAgGCg4Mhk8nw2WefYdasWRAIBNUu8OwanbKyMlRUVHAtLdjiQNeKiopQUFCgkwTqpqh620kqlaKyspJbz2Qos23A3zED5eXlOk8Wry2csq7WOPosjk6fPo24uDhER0cjMjJSp+cipJGoQCKGY/Xq1fDz80NYWFitx8THx8PV1RXTpk3DqVOncOnSJSQlJelxlLqhUCiQkZGB5ORkpKamIi8vD5aWlvD09MSqVavqXdtVdWapsWt0GothGDx//hzFxcUGuR6KXVRsa2sLPp9vMLNtwN8xAzKZDJ6ennqNGWBn26ruBGM/DzZSgS2O9NHa5IcffkB8fDyWLVuGyZMn6/RchDQBFUjEcIwdOxY2NjaQSCTo0qULVqxYUW3tg0AgwIEDB+Dm5gaFQgF/f3/cuHHD4JqfNse1a9cwa9YseHh4cBf7N954g8ta8vHxqXM2pGp8QFlZmVZTq6vOfnh4eBjc515b13u5XM59JlVn25rbXb4xGIbh1pJ5eHi0aAZT1dY4ZWVlkMvlMDc3R0VFBdzc3HQ+c3Tq1CmsXr0aMTExmDRpkk7PRUgTUYFEDMfs2bMxZcoU9OzZExs3bkROTg4SExPVjvH19cXdu3e5i1pAQACOHj0KFxeXlhiy1gmFQnz66aeYNGkSFi9eDB6Ph0ePHiE5ORkpKSn4/fff0aFDB65Y6t69e50X2qrxAVKptEG3WOr6XoZyga8Ju5OuvltDNXWX13XbE4ZhkJ2dDZVKBXd3d4OLGSgpKUFubi5MTU0hl8t1WkCyxVFsbCwmTpyo1e9NiBZRgUT0r670blZJSQmGDBmCmzdvqh2nWSANHjwYJ06caLXrkDStWbMG7u7utS5WFYvFXHzAnTt34ODggICAAISEhMDf37/OGZ3a4gPq66QOqC8WN8QLfFMbu7JrdNiCqTkFZF3nYDOYOnbsaLCfHdv3TZcF5MmTJ7FmzRosX768WoNYQgwMFUjEMEilUhw/fpwrDIqLixEaGorr16+rHScQCHDw4EG4urq22VtsDZWfn4/U1FQIhULcuHED5ubmGDx4MAQCAQYMGFDnrrKqt1jYTuq1xQcYeo6QVCpFbm5us3fSNaeArA3bsNfIyAgdO3Y0uM+OjWiorSmuSqVS2yXI5/O5z8Tc3LxR74eKI9LKUIFEDINSqURgYCC2b9+O7t27Y9u2bZBIJIiPj1c7Li4uDi4uLpgxYwZOnz6Ns2fPYteuXS00asNRWlqKtLQ0iEQiXL16FQzDoH///lx8QH05Npo5OuyCZnNzc2RlZcHS0hIuLi4Gd4FnYwY8PDxgYWGhte9bUwHZ2LYnhl5YssVRQwtLzV2CKpVK7TOp6/0dP34cX3zxBVasWIHx48dr820QoitUIBHDkZGRgbVr10Imk6FTp05Yv349bGxssHnzZjg7O2PcuHEoLi5GdHQ0xGIxbGxssGHDBri7u7f00A3KixcvcO3aNQiFQqSlpeHFixfo3bs3goODERwcXG/bBHZBc0lJCSoqKmBqagpHR0e9xQc0FBszoNmeQxcqKyu5204ymazeIEalUgmxWAwzMzODDKhkZ92aU1hWXeTNFtXsf1U/k2PHjiEhIQErV67EuHHjtPUWAAC3b99GQkIC5HI57Ozs8MUXX6Bjx45qx2RnZyMsLAyenp4AgPbt22PPnj1aHQdpk6hAIqQtk8vluHHjBoRCIVJTU/H8+XN069aNW+TNXjQ0sbvn7O3tYWJiwq1HaUrooC4UFBS0WMxAfW1PFAoFMjMzDXbWjW12rM1ZN4VCwc0sPXr0CF9//TV69uwJS0tL7N27F59//jkiIiK0cq6qBAIBduzYAR8fHxw7dgypqanYuXOn2jHJycm4du1atdloQupBBRJ5vb1Of4GqVCrcvXuXa6iblZWFzp07QyAQQCAQoHPnzuDxeEhJSUFeXh7CwsLUbs1VbfEhlUphamqKdu3a6XT3lyZdJlA3hWakAlsg2djYGOTMkS6KI00ymQz79u1DcnIyHj9+DCsrK4SGhuJf//oX+vfvr7VQ0crKSpw/fx6jRo0CANy7dw8rVqzAqVOn1I7bsGEDMjIyUFFRAVtbW8TGxqJLly5aGQNp06hAIq+31/UvUIZh8Oeff3LxAQ8ePIC7uzs6d+6MS5cuYenSpfif//mfOl+vrfiAxow5Ly8PFRUV8PDw0Ft+UUNVVlbi6dOnMDY2hkKhUGt70tgFzbrArtfy9PTUefL5kSNHsG7dOixevBg2NjZITU3FtWvXwOfzER0drfXZJJVKhZkzZ6Jbt26YM2eO2nNbt26Fo6MjIiIicPXqVaxevRrnzp0zuIBTYnCoQCKvL/oL9G9PnjzB6tWr8dNPP3E7BNnbcL169dJZfEBDGXoGU2VlJXdL0tHRsVkLmnWhpKQEEolEL21h/u///g/r169HXFwcxo4dy329vLwc6enp8PDwqDcZXlNd0SCVlZWIjo5GSUkJvv7663pnFUeOHIn169c3egzktUMFEiHA6/0XqEqlwrp163DgwAFs2rQJ3bp14+IDbt26BSsrKwQEBEAgEKBfv3513pppTHxAY8aXk5NjsCGL7HotR0fHas2Gqx5TtUecPtueFBcXIz8/Xy+L2Q8fPoyvvvoK8fHx+PDDD3V6LuBV0TVz5kzY2dlhw4YNNf6b3L9/P8LCwmBvbw8ACA8Px6ZNm/Dmm2/qfHykVaMCibwe6C/Q2v34449Yvnw5duzYgf79+6s9V1RUhLS0NAiFQqSnp4PH42HAgAEICQnBoEGD6m1JUVt8QEMLA0PPEaqttUld9Nn2RJ87/djiaM2aNfjggw90ei7WrFmz4OjoiLi4uFp/nubNm4du3bohKioKN2/eRFxcHM6cOWNwhTYxOFQgkdcb/QUK7lZQfWnk5eXluHr1KpKTk3HlyhXIZDL4+/tz8QGOjo51vr7qTqeGFAbsVnlTU1O4ubkZXHHENnZ1cXGpN2eqNpqp1ebm5lwR2dwZSrY48vLy0vls56FDh7Bhwwa9Fkf379/H6NGj8eabb3I/P87Ozti9ezcOHToEiUSC+fPnIy8vD9HR0cjPz4eZmRnWrl3bZv64ITpFBRJ5vdFfoE1TWVmJ69evQygU4uLFiygqKkKPHj0gEAgQHBxcbSegppoKg6rxAYa+VZ4tjurr+9YYbNsTdkdccxa+FxYWorCwUC8xCAcPHkRiYiLWrl2L999/X6fnIkSPqEAiry/6C1Q7lEolbt++zfWIy83NhY+PDxcf4O3tXW+fN83CwJC3yje171tjNGfh+/Pnz1FUVKSX4ujAgQPYuHEjvvjiC4wePVqn5yJEz6hAIoRoD8MwuH//PpKTkyESifD48WN4eXkhODgYISEh6Nq1a50X95cvX+Lp06dcV3lD2ypfX+8yXWhM2xO2OPLy8tJ5RtS///1vbNq0iYoj0lZRgUSIvpw5cwY7d+6EQqFAZGRktYadv//+O2JjY1FeXo7evXsjLi7O4LJ+Guuvv/6CUChESkoKfv31V7i4uCAoKAghISHw8/NTe395eXkoKSmBk5MT7O3tua3ypaWlOosPaAxtNcVtrtranrBFlD4CNPfv34+kpCR8+eWXXEwGIW0MFUiE6ENeXh7GjRuHEydOwNTUFBEREdi4caPaQu+wsDCsWbMGPXr0QExMDHx9fdtUY8+cnBzuNtzt27dhY2ODwMBAhISEoKioCKtXr8auXbvQs2fPaq+tKz7A0tJS5+vB9JFA3RTswvfCwkJUVlbCwsICtra2sLa21lmRtG/fPmzZsgUJCQlUp5Xf8gAAFKtJREFUHJG2jAokQvTh5MmTuHXrFr744gsAwPbt28EwDJe5lJ2djcjISKSkpAB41bh3y5Yt2LdvX4uNWZcKCwuRkpICkUiEa9euQaVSoVevXhgzZgwGDhxY79qe5sYHNEZxcTEkEoleEqgbi229UlZWBnd3d25HYllZGUxNTdUWeWvD999/j61bt+LLL7/EyJEjtfI9CTFQjS6QWvd8PyEtRCKRqG2jd3Z2xi+//FLr805OTsjLy9PrGPXJwcEBY8eORUVFBX766Se8//77KC8vR3x8PBQKBfr27Yvg4GAEBgbWGL5oamoKR0dHODo6crMoxcXFyM3N1WquUNWt8rrOEWqsqsWRp6cnjI2Nuf54bCuYsrIyZGZmamUt1969e7Ft2zasW7cO4eHhOnhHhLRuVCAR0gQqlUrtosQwjNrj+p5vi/bu3Yv169dj3bp13GyETCZDeno6hEIhtmzZgjVr1qBnz55c1pKbm1u172NsbAx7e3vY29urxQfk5eVViw9oDHarvD5yhBqLYRhIJBKUl5dzxVFVPB4P1tbWsLa2houLCzezxCaSV7092ZCfM7Y4Wr9+PcLCwnT1tghp1ahAIqQJXF1dkZGRwT3Oz8+Hs7Oz2vP5+fnc44KCArXn2yKlUokdO3YgKCiI+5q5uTkXD6BQKJCRkYHk5GTs27cPX331Fd5++20IBAKEhISgU6dO1b4nn8+Hra0tbG1t1eIDCgoKYGJi0uBbTgUFBSguLtbLbrDGqtq018vLq96+dDweDxYWFrCwsICzszO3lksikTSo7cl3332H7du3a704OnnyJBITE7mA0aCgICxcuFDtmNLSUixatAhisRgODg5ISkqqN9CUkJZCa5AIaQJ2kfaxY8dgYWGBiIgIrF69Gu+88w53TFhYGOLi4tCrVy+sWLECXl5emDp1aguO2nAwDIN79+5x8QFPnz6Ft7c3Fx/g4+NT50wIwzB48eIFt26ptltO7G0rfe0GayyGYfDs2TPIZDJ4eno2u2mvXC7n1iyx6eZPnjyBnZ0dfH198e2332Lnzp3YsGEDhg8frqV38crq1avh5+dXZ9EVHx8PV1dXTJs2DadOncKlS5eQlJSk1XEQUgtapE2Ivpw5cwbffPMN5HI5xowZg6ioKERFRXFJ3X/88QeWL1+OsrIydO3aFQkJCQZ3a8cQMAyDR48eQSgUQiQS4ffff4ebmxuX4t2jR486Cwc2PkAqlaK0tBQMw3DFklQqxYsXL2q8bdXS2OLo5cuX8PDwaHZxpIm9Pfn555/j0qVLcHBwQElJCWbMmIFZs2Zp/fMYO3YsbGxsIJFI0KVLF6xYsaJayxaBQIADBw7Azc0NCoUC/v7+uHHjhsEVrqRNogKJENK6icVipKSkQCgU4s6dO7C3t0dgYCAEAgH69u1b58W0anxAUVERlEol2rVrh3bt2lULYWxJDMMgNzcXlZWVOimONCUlJUEoFMLKygqPHz9Gu3btEBwcjBEjRmDw4MFaOcfs2bMxZcoU9OzZExs3bkROTg4SExPVjvH19cXdu3e54iwgIABHjx6Fi4uLVsZASB2oQCKEtB35+flITU2FUCjEjRs3YG5ujkGDBiEkJAQDBgyoMeCxavHh6urKrVuqGh9gZWWl86KkNgzDICcnBwqFAh4eHjov2nbv3o1du3YhMTERw4YNQ2FhIS5fvgyRSIQ//vgDP/74Y6OyoM6fP4+EhAS1r3l7e2Pv3r3c45KSEgwZMgQ3b95UO06zQBo8eDBOnDhB65CIPlCBREhbtm3bNpw/fx4AEBgYiCVLllR7/vjx41zD1bFjx1ZL+G6tSktLkZaWBpFIhKtXr4JhGPTr1w8CgQABAQGws7NDSUkJtmzZgg8++AA+Pj5qxQcbHyCVSrn1OdqKD2gotjhSKpVwd3fXeXG0a9cu7N69Gxs3bsS7776rs/NIpVIcP34cH330EYBXWVOhoaG4fv262nECgQAHDx6Eq6sr3WIj+kYFEiFtVXp6Ohc2yePxMHXqVEycOBFDhgzhjpkxYwamT58OPz+/Fhyp7rF5S0KhEJcuXUJ5eTneeecd5Ofng8fj4fDhw3W2D6kaH1BeXt6s+ICGYhgG2dnZUKlUeimOvv76a+zZswebNm3C0KFDdXoupVKJwMBAbN++Hd27d8e2bdsgkUgQHx+vdlxcXBxcXFwwY8YMnD59GmfPnsWuXbt0OjZC/n9UIBHSVj18+BDl5eXo0aMHgFc7gry8vBAZGckdM2jQIPj6+iI7Oxt9+vTB0qVLDS4QUdvkcjmSk5MRFxcHpVKJiooK+Pr6Ijg4GAKBAJ6ennW+vmp8QFlZWaPiAxqKLY4YhkHHjh31VhwlJSWpFdC6lJGRgbVr10Imk6FTp05Yv349bGxssHnzZjg7O2PcuHEoLi5GdHQ0xGIxbGxssGHDBri7u+tlfOS1RwUSIa+DJ0+eYNy4cTh06BCXH1ReXo4FCxYgOjoaXl5eiI6ORseOHatl0bQ1ubm5+Oijj2BnZ4dvvvkGjx8/5hrqisVidO7cmSuW3nrrLa3EBzSGSqVCdnY2AMDd3V3ngaE7d+7Et99+i82bN+Nf//qXTs9FSCtCBRIhbd3Dhw8xffp0zJ07F6NHj671uPv37yMmJganTp3S4+j0b9KkSQBeFQZVe74xDIM///yTiw948OAB3N3duWLpnXfeqXMmp2p8gFQqbVJitUqlQlZWFoyMjNCxY0e9FUdbtmxBSEiITs9FSCtDBRIhbdnt27cxb948xMTEYMSIEWrP5eTkID09HWPGjAEA/Pbbb1i1ahWOHTvWEkPVG7FYDGdn53pvhz19+pQrln7++We0b98eQUFBCAkJQa9eveqND2Ab6paWlkKhUKjtiKup0GKLIz6fjw4dOui0OGIYBjt37sR3331HxREhNaMCiZC2Kjc3F6NHj8amTZvQv3//as8XFhYiNDQUx44dg7u7O2JjY+Hl5YXp06e3wGgN27Nnz7j4gIyMDFhaWmLw4MEICQlBv3796t32XllZibKyMpSWluLly5ewsrLispb4fD5UKhXEYjGMjY31Uhzt2LED33//PTZv3kzFESE1owKJkLZqzZo1OH78uNqi44iICFy8eJFL705OTsbWrVshl8vRs2dPxMXFUXp3PYqKirj4gGvXroHH42HAgAEQCAQYPHgwF5lQG834AAsLC8jlcpiZmen8thrDMNi+fTv27duHrVu3Ijg4WGfnIqSVowKJEEKaqry8HFevXoVQKMTly5chk8ng7++P4OBgBAUFoX379nW+vrKyEpmZmQBebX3XZXwAwzDYtm0b9u/fT8URIfWjAokQon2TJk1CYWEhF6gYHx+P7t27c8+np6cjISEBL1++RGhoaJvYOVdZWYn/9//+H5KTk3Hx4kUUFRWhR48e3CLvjh07qh2vUCiQlZUFMzMzuLq6gmEYncUHMAyDrVu34sCBA9i6dSuCgoKa9f0IeQ1QgUQI0S6GYRAQEIC0tLQaE6dlMhmGDRuG/fv3w83NDdOnT8fkyZMRGBjYAqPVDaVSif/85z9cfEBOTg58fHwQHByMkJAQ8Hg8zJo1C/Pnz8ewYcOq3VbTZnwAwzDYsmULDh48iG3btrWpz5kQHWp0gWRY7a0JIQbn8ePHAIApU6aguLgYY8eOxcSJE7nnf/nlF3h5ecHDwwMAEB4ejgsXLrSpCzefz0efPn3Qp08fxMTE4P79+0hOToZQKMTOnTthZWUFd3f3Wpuu8ng8WFlZwcrKCi4uLlx8QE5OTqPiAxiGwebNm3Ho0CFs374dAQEBunrLhLz2qEAihNSptLQU/fv3x4oVKyCXyzF58mT84x//wMCBAwEAEolErdmos7Mz8vLyWmq4Osfj8dC1a1d07doV4eHhmDRpEuzt7cHn8/HJJ5/AxcWFiw/w8/OrNuvG4/FgYWEBCwsLODs74+XLl5BKpZBIJJDL5bXGB7DF0eHDh7Fjxw4MHjxYa+/p+fPnmDJlCvdYKpWiqKgId+7cUTsuOzsbYWFh3EaB9u3bY8+ePVobByGGhAokQkid/Pz81Hq7jRkzBpcvX+YKJJVKpTbrwTCMzgMRDcGDBw8QGRmJPn36IDExEaampsjNzYVIJIJQKMTRo0dhY2ODwMBACAQC9O3bF+bm5tW+j5mZGczMzNC+fXvI5XJIpVIUFhYiJycHt2/fRnFxMYYOHYrTp0/jyJEj2L59u1aLIwBwdHTEDz/8AODV/8/IyMga15H9+uuvCA8Pr9ZjjZC2iAokQkidMjIyIJfLuewlhmHUZkVcXV2Rn5/PPc7Pz4ezs7Pex6lvV65cQVBQEOLj47kdam5ubpg8eTImT56MwsJCLmtpyZIlMDY2xsCBAyEQCDBo0CC11G+WiYkJHBwc4ODgAIVCgXv37uHcuXPYvXs3jI2N8e6778LOzk6nRejx48dhYWGB8PDwas/du3cPDx48wKhRo2Bra4vY2Fh06dJFJ+MgpKXRIm1CSJ3S0tKwZcsWHD58GHK5HOPHj0dcXBw3q/Ty5UsMHToU+/btg7u7O6ZPn44PPvgAoaGhLTxywyGVSnH58mWIRCJcuXIFCoUC/v7+EAgECAwMhIODQ42vYxgGiYmJ+OGHHzB06FA8ePAAv/76Kzp06IAhQ4Zg/vz5sLKy0to4lUolhg4dih07dtRY+GzduhWOjo6IiIjA1atXsXr1apw7d46ytkhrQLvYCCHal5SUhOTkZKhUKowfPx6RkZEYNWoUdu3aBRcXF1y/fp3b5h8YGIhly5a9FrfZmkImkyE9PR1CoRBpaWkoLS2Fn58fBAIBgoOD4ebmBuDv4uj48ePYsWMHd0szJycHKSkpuHHjBpYuXaoWHNoQ58+fR0JCgtrXvL29sXfvXly6dAn79+9v8LqikSNHYv369fDx8WnUGAhpAVQgEUJIa6FQKJCRkcHFB+Tl5eHtt99GcHAwMjMzIRKJsHPnTgwYMEAv41m+fDn8/PzwwQcf1Pj8/v37ERYWBnt7ewCvdixu2rQJb775pl7GR0gz0DZ/QghpLYyNjdGvXz/069cPK1aswL179yAUCnHy5Ek8e/YMe/bs0VtxBAB3795FVFRUrc/funULMpkMUVFRuHnzJlQqFby9vfU2PkL0iWaQCCEG6ejRo/j3v//NPc7KysKoUaOwcuVK7mvbtm3D8ePHuX5pY8eOxYQJE/Q+Vm1jGAaVlZXNTtxurO7du+PmzZtq5z106BAkEgnmz5+PvLw8REdHIz8/H2ZmZli7di3dXiOtBd1iI4S0PQ8fPsTs2bNx+PBhtQXNM2bMwPTp09ViCAghpAZUIBFC2p4JEyZg4sSJ1XbGDRo0CL6+vsjOzkafPn2wdOlSvc+6EEJahUYXSEb1H0IIIS0nPT0dMpmsWnFUXl6Of/7zn1i8eDFOnjyJ0tJS7Nixo4VGSQhpa6hAIoQYtMOHD+Pjjz+u9nUrKyvs3r0bb7zxBoyNjTFlyhRcvny5BUZICGmLqEAihBisyspK3Lp1CwKBoNpzOTk5OHbsGPdYM+GbEEKagwokQojB+vPPP9GpUydYWlpWe87c3BxfffUVxGIxGIbBgQMHMGTIkBYYJSGkLaICiRBisMRiMVxdXdW+FhUVhXv37sHBwQHx8fGYOXMmhg0bBoZharwVRwghTUG72AghhBDS1tEuNkIIIYSQ5qICiRBCAJSVlSEsLAxZWVkAXsULhIeHY+jQodi0aVONr8nJycGECRMwbNgwzJw5E+Xl5focMoBXjYS3bt3KPS4tLcW0adMQGhqKCRMmID8/v9prGIbBunXrMGzYMAwfPhy3b9/W55AJaRWoQCKEvPZ+/vlnjBs3Dk+ePAEAyGQyxMTEYMeOHTh37hx+/fXXGiME4uLiMH78eFy4cAG+vr56zWGSSqWIiYnBd999p/b1pKQk9O7dG+fPn8eHH36ItWvXVnttcnIy/vrrL5w7dw7bt2/HsmXLoFAo9DV0QloFKpAIIa+9I0eOYNWqVXB2dgYA/PLLL/Dy8oKHhweMjY0RHh6OCxcuqL1GLpfj1q1bePfddwEA77//frVjdCk1NRWdOnWqtjD90qVLCA8PBwCEhYXhypUrkMvlasdcvnwZw4cPh5GREf7xj3/Azc0Nd+7c0dvYCWkNKDSEEPLa05xlkUgkcHJy4h47OzsjLy9P7ZiioiJYW1tz2UtOTk7VjtGl9957DwDUbq8B6mM3NjaGtbU1CgsL4eLionYMWwwCr8b+7NkzPYyakNaDCiRCCNGgUqnA4/296YVhGLXHtX1N87E2nD9/HgkJCWpf8/b2xt69exv0eoZhYGSkfrOgpveneQwhrzsqkAghRIOrq6va4ub8/Hy1GRcAcHBwgFQqhVKpBJ/Pr/EYbQgNDa3Wh64uzs7OKCgogKurKxQKBcrLy2FnZ6d2jKurKyQSCfe4oKBAJ2MnpDWjPxkIIURD9+7d8d///hdPnz6FUqnE2bNnERAQoHaMiYkJevfujXPnzgEATp06Ve2YlhAYGIhTp04BAM6dO4fevXvDxMRE7ZiAgACcOXMGSqUST58+xZMnT9CtW7eWGC4hBosKJEII0WBmZoYvv/wSc+fOxfDhw+Ht7Y1hw4YBAGJjY5GamgoAWLVqFY4cOYLhw4cjIyMDCxYsaMlhAwDmz5+Pu3fvYsSIETh48CBWrlwJ4NWi7tjYWADAsGHD0LlzZ4wcORKzZs3C2rVrYW5u3pLDJsTgUJI2IYQQQto6StImhBBCCGkuKpAIIYQQQjRQgUQIIYQQooEKJEIIIYQQDVQgEUIIIYRooAKJEEIIIUQDFUiEEEIIIRqoQCKEEEII0UAFEiGEEEKIBiqQCCGEEEI0UIFECCGEEKKBCiRCCCGEEA1UIBFCCCGEaKACiRBCCCFEg3ETX8fT6igIIYQQQgwIzSARQgghhGigAokQQgghRAMVSIQQQgghGqhAIoQQQgjRQAUSIYQQQogGKpAIIYQQQjRQgUQIIYQQooEKJEIIIYQQDVQgEUIIIYRooAKJEEIIIUQDFUiEEEIIIRqoQCKEEEII0fD/AabC0IqW6q+1AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10, 10))\n",
    "sns.set_style('white')\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "ax.scatter(x3[:, 0], x3[:, 1], x3[:, 2], c=encoder.fit_transform(df_cat2['Category']), cmap='summer',\n",
    "          edgecolor='white', s=50, alpha=1)\n",
    "ax.set_title('The car dataset mapped in 3 dimensions')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Again, we see that the 3d mapping of the 250+d differentiates between cars, pickups, and SUVs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.06830609, 0.0513892 , 0.0250357 ])"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "explained_variance_3 = pca_3.explained_variance_ratio_\n",
    "explained_variance_3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The first factor accounts for 6.830609% of the variance, the second one 5.138920%, and the third one 2.503570%. Together, they sum up to 14.473099% of the variance.\n"
     ]
    }
   ],
   "source": [
    "print('The first factor accounts for %f%% of the variance, the second one %f%%, ' \\\n",
    "    'and the third one %f%%. Together, they sum up to %f%% of the variance.'%(explained_variance_3[0]*100, \n",
    "                                explained_variance_3[1]*100, explained_variance_3[2]*100, \n",
    "                                sum(explained_variance_3*100)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set()\n",
    "plt.scatter(np.arange(1, len(explained_variance_3)+1), explained_variance_3, \n",
    "            marker='_', s=800)\n",
    "xticks = plt.xticks([1, 2, 3])\n",
    "plt.title('Explained variance by dimension')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
